arvindarvee / my_tech_resources

List of tech resources future me and other Javascript/Ruby/Python/Elixir/Elm developers might find useful

My Tech Resources - James Lavin

DESCRIPTION

Links to resources I have found useful or think might be helpful to future me or Ruby/Javascript/Python/Erlang/Elixir/Elm developers like me.

MAJOR CATEGORIES

Artificial Intelligence (AI) | Business | Clean Code | Code Search | Coffeescript | CSS | Data | DevOps | Elasticsearch | Elixir | Elm | Erlang | Event sourcing | Functional programming | Git | HAML | Haskell | HTML5 | Javascript | JRuby | Learning | Linux | Maker movement/ IoT | Mobile | MongoDB | News | Node.js | Octave | Postgresql | Product development | Python, getting started, books (free), data analysis, learning, Pandas | R | Rack | Rails | Ruby | Scala | Slim | Statistical analysis | Testing | Tmux | Usability | Vim | Web components | Writing/Publishing

ALGORITHMS

• Competitive Programmer’s Handbook - Antti Laaksonen
• Algorithms: Kevin Wayne & Robert Sedgewick (Princeton University): Part I & Part II
• Algorithms: Design and Analysis - Tim Roughgarden (Stanford University): Part 1 & Part 2
• Automata: finite automata, context-free grammars, Turing machines, undecidable problems, and intractable problems (NP-completeness) - Jeff Ullman (Stanford University)
• Analysis of Algorithms - Robert Sedgewick (Princeton University)
• Algorithmic Thinking (Rice University): Part 1 & Part 2
• Algorithmic Toolbox - UC San Diego
• Algorithms on Strings - UC San Diego

ALGORITHMS - CRDTs

• Practical Demystification of CRDTs - Dmitry Ivanov & Nami Nasserazad (Curry On 2016)

ANIMATION

• Algorithms for Animation - Courtney Hemphill

ARTIFICIAL INTELLIGENCE (AI)

• Software 2.0 - Andrej Karpathy
• Deep Learning - Ian Goodfellow, Yoshua Bengio, and Aaron Courville (MIT Press): Chapters | Lectures
• Siraj Raval's "Artificial Intelligence Education" videos
• AI and Deep Learning - Two Minute Papers - Károly Zsolnai-Fehér & Two Minute Papers
• Artificial Intelligence in Industry With Dan Faggella (podcast series)
• The Code That Runs Our Lives - Geoffrey Hinton
• InfoQ talks
• Machine Learning (online Coursera class with Stanford professor Andrew Ng)
• Machine Learning (online course from University of Oxford
• Intro to Machine Learning: Pattern Recognition for Fun and Profit - Sebastian Thrun and Katie Malone (Udacity)
• Artificial Intelligence (AI) Turns Images & Videos into Gold - Fei-Fei Li
• Artificial Intelligence (AI) invents new knowledge and teaches human new theories - Demis Hassabis
• Artificial Intelligence (AI) is the Tech Renaissance to Business and Society - Jeff Bezos
• How Will Artificial Intelligence Affect Your Life - Jeff Dean (TEDxLA)
• How AI Startups Must Compete with Google - Dr Fei-Fei Li (Google Cloud) & Mike Abbott (KPCB)
• Artificial Intelligence is the New Electricity - Andrew Ng (January 2017)
• How AI detectives are cracking open the black box of deep learning - Science Mag
• Google's Great AI Awakening: We didn't even know we hired the best AI scientists in Google - Eric Schmidt
• Probabilistic Machine Learning and AI - Zoubin Ghahramani
• Lecture for YC AI - Jeff Dean & slides
• Machines With Brains - Qz.com
• The Frontier in Artificial Intelligence (AI): General-Purpose Learning AGI - Mustafa Suleyman
• Using Machine Learning to Explore Neural Network Architecture - Quoc Le & Barret Zoph (Google Brain team)
• The Compound Effect of Artificial Intelligence (AI) & Silicon-Based Technologies - Steve Jurvetson
• How We Teach Computers to Understand Pictures - Fei-Fei Li
• Engineers' Guide to the Artificial Intelligence Galaxy - Kai-Fu Lee Columbia University commencement address
• The Dark Secret at the Heart of AI - Will Knight
• AI Expert Kai-Fu Lee, "Don't Miss the Boat of Artificial Intelligence in the Age of AI"
• Google's DeepMind CEO: Future & Capabilities of Artificial Intelligence - Demis Hassabis
• Intro to DeepMind - Juan Silviera (GDD Europe '17)
• The Future of Robotics & Artificial Intelligence - Rodney Brooks
• Amazon Jeff Bezos on Artificial Intelligence (AI), Staffless Store, Self-Driving Car & Donald Trump - Walt Mossberg interview
• Large-Scale Deep Learning with TensorFlow for Building Intelligent Systems - Jeff Dean (Google)
• The Future of Artificial Intelligence Documentary 2017
• Artificial Intelligence Is Stuck. Here’s How to Move It Forward - Gary Marcus (NY Times)
• Half of All Jobs Will Be Replaced by Artificial Intelligence (AI) in 10 Years, AI Expert Kai-Fu Lee
• How AI & Computer Vision will Drive our Future - Fei-Fei Li
• Explainable Artificial Intelligence (XAI) - David Gunning (DARPA)
• International Conference on Learning Representations 2015
• The Future of Artificial Intelligence - DeepMind CEO Demis Hassabis
• Google DeepMind: What is it, how does it work and should you be scared? - Sam Shead
• What did AlphaGo do to beat the strongest human Go player? - Tobias Pfeiffer (Full Stack Fest 2016) | slides PDF | slides Speakerdeck | slides Slideshare
• AlphaGo Zero: Learning from scratch - DeepMind
• Un-Artificial Intelligence - Melinda Seckington (GoRuCo 2015)
• Neural Networks for Machine Learning - Geoffrey Hinton (University of Toronto)
• Artificial Intelligence (online EdX.org class from UC Berkeley)
• MLOSS.org (Machine Learning Open Source Software)
• Artificial Stupidity: Adding Smarts to Yer Kode - Randall Thomas
• Weathering the Data Storm - Claudia Perlich (QConn New York 2014)

ARTIFICIAL INTELLIGENCE (AI) - CONVOLUTIONAL NEURAL NETS

• Feature Visualization: How neural networks build up their understanding of images - Chris Olah, Alexander Mordvintsev, and Ludwig Schubert
• What is wrong with convolutional neural nets? - Geoffrey Hinton
• How Convolutional Neural Networks Work - Brandon Rohrer
• Friendly Introduction to Convolutional Neural Networks and Image Recognition - Luis Serrano
• Intro to Different Types of Convolutions in Deep Learning - Paul-Louis Pröve
• Convolutional Neural Networks (TensorFlow)
• Chihuahua Or Muffin? Searching for the Best Computer Vision API - Mariya Yao
• pixel-cnn+ - OpenAI & PixelCNN++: Improving the PixelCNN With Discretized Logistic Mixture Likelihood and Other Modifications
• A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN - Dhruv Parthasarathy
• Keras Tutorial: The Ultimate Beginner’s Guide to Deep Learning in Python - EliteDataScience.com
• A Keras multithreaded DataFrame generator for millions of image files - Ryan Woodard
• Francois Chollet: The limitations of deep learning & The future of deep learning
• Deep Neural Networks are Easily Fooled - Evolving AI Lab
• CS231n: Convolutional Neural Networks for Visual Recognition - Stanford University

ARTIFICIAL INTELLIGENCE (AI) - CAPSULE NETWORKS

• Capsule Networks: An Improvement to Convolutional Networks - Siraj Raval
• What is a CapsNet or Capsule Network? - Debarko De

ARTIFICIAL INTELLIGENCE (AI) - DEEP NEURAL NETS

• How Deep Neural Networks Work - Brandon Rohrer
• How Neural Networks Really Work - Geoffrey Hinton
• A friendly introduction to Deep Learning and Neural Networks - Luis Serrano
• Deep Learning Demystified - Brandon Rohrer
• Livecoding Madness - Let's Build a Deep Learning Library - Joel Grus
• Deep Neural Networks with Tensorboard - Arpan Chakraborty & Luis Serrano (ODSC East 2017) & Tensorboard demos (Github)
• Nuts and Bolts of Applying Deep Learning - Andrew Ng
• The Deep End of Deep Learning - Hugo Larochelle (TEDxBoston)
• Neural Nets for NLP - Graham Neubig (Carnegie Mellon University)
• Friendly Introduction to Deep Learning and Neural Networks
• Visualizing and Understanding Deep Neural Networks - Matt Zeiler
• The Rise of Artificial Intelligence through Deep Learning - Yoshua Bangio (TEDxMontreal)

ARTIFICIAL INTELLIGENCE (AI) - GENERAL INTELLIGENCE

• Is AI Riding a One-Trick Pony? - James Somers
• Neuroscience-Inspired Artificial Intelligence - Demis Hassabis, et al. ("Neuron," June 2017)
• DeepMind’s founder says to build better computer brains, we need to look at our own - James Vincent (The Verge)
• Artificial Intelligence: Turning Our Understanding of the Mind Upside Down - Geoffrey Hinton
• Can sensory cortex do backpropagation? - Geoffery Hinton
• AI and Neuroscience: A virtuous circle - DeepMind
• A Path to AI - Yann LeCun
• Creating Human-Level AI - Yoshua Bengio
• Agents that imagine and plan - DeepMind
• DARLA: Improving Zero-Shot Transfer in Reinforcement Learning - Irina Higgins, et al. (2017)
• When Machines Have Ideas - Ben Vigoda (TEDxBoston)

ARTIFICIAL INTELLIGENCE (AI) - GENERATIVE ADVERSARIAL NETWORKS

• Generative Models - OpenAI
• Generative Adversarial Networks for Style Transfer - Siraj Raval
• Image Synthesis From Text With Deep Learning | Two Minute Papers #116
• Amazon has an algorithm that designs clothes by replicating human creativity - Qz.com

ARTIFICIAL INTELLIGENCE (AI) - GOOGLE APIS

• Machine Learning APIs by Example - Sara Robinson (Google I/O '17)

ARTIFICIAL INTELLIGENCE (AI) - HARDWARE

• Tesla is working with AMD to develop its own A.I. chip for self-driving cars, says source - Jordan Novet
• First demonstration of brain-inspired device to power artificial systems - University of Southampton
• Machine Learning Infrastructure - TechEmergence.com

ARTIFICIAL INTELLIGENCE (AI) - H2O.AI

• H2O.ai

ARTIFICIAL INTELLIGENCE (AI) - HIERARCHICAL TEMPORAL MEMORY (HTM)

• The Biological Path Towards Strong AI - Matt Taylor (StrangeLoop 2017)
• HTM Youtube Channel - Numenta
• Numenta.org

ARTIFICIAL INTELLIGENCE (AI) - KERAS

• The Keras Blog - Francois Chollet

ARTIFICIAL INTELLIGENCE (AI) - LINEAR ALGEBRA

• All the Linear Algebra You Need for AI - Rachel Thomas
• MATH - LINEAR ALGEBRA

ARTIFICIAL INTELLIGENCE (AI) - MACHINE LEARNING

• arXiv.org machine learning articles
• This Week in Machine Learning
• "Deep Thinking" - Demis Hassabis interviews Garry Kasparov (Talks at Google)
• What Is Machine Learning? - Luis Serrano
• CS229: Machine Learning - Andrew Ng (Stanford University)

ARTIFICIAL INTELLIGENCE (AI) - NEWS

• Chipin
• Distill.pub
• Futurism
• HackerNoon.com
• Import AI Newsletter - Jack Clark
• Kate Crawford
• Machine Learnings
• Marketing Artificial Intelligence Network
• The Next Web
• Open AI
• Quartz - Dave Gershgorn
• The Register
• Science
• Tech Emergence: Guides | Research | Expert Interviews | Companies
• This Week in Machine Learning & AI
• Topbots - Mariya Yao & Forbes
• VentureBeat
• Wired - Tom Simonite

ARTIFICIAL INTELLIGENCE (AI) - NOVELTY LEARNING

• Why Greatness Cannot Be Planned: The Myth of the Objective - Kenneth Stanley
• Open-endedness: The last grand challenge you’ve never heard of - Kenneth O. Stanley, Joel Lehman, and Lisa Soros (December 2017)

ARTIFICIAL INTELLIGENCE (AI) - OPEN AI

• OpenAI Gym | Github

ARTIFICIAL INTELLIGENCE (AI) - OPTIMIZATION

• Deep Learning as a Mixed Convex-Combinatorial Optimization Problem - Abram L. Friesen and Pedro Domingos

ARTIFICIAL INTELLIGENCE (AI) - PODCASTS

• Artificial Intelligence in Industry
• Machine Learning Guide - Tyler Renelle
• Talking Machines
• This Week in Machine Learning & AI

ARTIFICIAL INTELLIGENCE (AI) - PYTHON

• 5 Genius Python Deep Learning Libraries - EliteDataScience.com

ARTIFICIAL INTELLIGENCE (AI) - PYTHON - PYTORCH

• Github | Pytorch.org
• ML/DL for Everyone With PyTorch - Sung Kim: Videos & Slides
• Introducing Pytorch for fast.ai
• PyTorch vs TensorFlow — spotting the difference - Kirill Dubovikov

ARTIFICIAL INTELLIGENCE (AI) - QUANTUM AI

• Quantum AI: The Next Frontier (Applied AI Conference 2017)

ARTIFICIAL INTELLIGENCE (AI) - REINFORCEMENT LEARNING

• Reinforcement Learning: An Introduction, 2nd ed (in progress - complete draft)- Richard S. Sutton & Andrew G. Barto
• A Brief Survey of Deep Reinforcement Learning - Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage, Anil Anthony Bharath
• Elon Musk’s A.I. Destroys Champion Gamer! - ColdFusion
• How Does DeepMind's AlphaGo Zero Work? - Siraj Raval
• Human-level control through Deep Reinforcement Learning - Deep Mind
• Deep Q Learning for Video Games - The Math of Intelligence #9 - Siraj Raval
• Teaching a Neural Network to play a game using Q-learning - Soren D

ARTIFICIAL INTELLIGENCE (AI) - SEQUENCE MODELS (RNN, LSTM, GRM)

• A friendly introduction to Recurrent Neural Networks - Luis Serrano
• Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) - Brandon Rohrer
• Automated Image Captioning with ConvNets and Recurrent Nets - Andrej Karpathy & Fei-Fei Li (Center for Brains, Minds and Machines, Stanford University)
• Introduction to LSTMs in Tensorflow - Harini Suresh and Nicholas Locascio (MIT Center for Brains, Minds + Machines) & Tensorflow code (LSTM Sentiment Classifier)
• Recurrent Neural Networks (TensorFlow)
• LSTM Networks - The Math of Intelligence - Siraj Raval
• Sequence-to-Sequence Models (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - SPARK

• Spark Summit 2017 - Machine Learning
• Spark Summit 2017 - Data Science
• Spark Summit 2017 - Spark Ecosystem
• Spark Summit 2017 - General
• Spark Summit 2017 - Spark Experience && Use Cases
• Spark Summit 2017 - Developer
• TensorFrames: Deep Learning with TensorFlow on Apache Spark - Tim Hunter
• TensorFlow On Spark: Scalable TensorFlow Learning on Spark Clusters - Andy Feng & Lee Yang

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES

• Google’s voice-generating AI is now indistinguishable from humans - Dave Gershgorn
• AlphaZero: DeepMind's New Chess AI | Two Minute Papers #216
• CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning - Stanford ML Group
• Artificial intelligence goes deep to beat humans at poker - Tonya Riley (Science) & How an AI took down four world-class poker pros - Chris Valazco (Engadget)
• The AI Race - Australian Broadcasting Corporation
• Google's Learning Software Learns to Write Learning Software - Tom Simonite (Wired)
• Meet Spot, the robot dog that can run, hop and open doors - Marc Raibert (TED Talk 2017)
• A new t-shirt sewing robot can make as many shirts per hour as 17 factory workers - Marc Bain
• How computers learn to recognize objects instantly - Joseph Redmon (TED Talk 2017)
• The ultimate promise of artificial intelligence lies in sorting cucumbers - Dave Gershgorn
• Google’s speech recognition is now almost as accurate as humans - 9-to-5 Google
• Using Machine Learning to predict parking difficulty - James Cook, et al. (Google)
• A.I. is Progressing Faster Than You Think - ColdFusion
• The era of easily faked, AI-generated photos is quickly emerging - Dave Gershgorn
• Artificial intelligence is great at predicting the size of hurricanes, but humans still need to figure out their impact - Dave Gershgorn
• Voyage's first self-driving car deployment
• The world’s best Dota 2 players just got destroyed by a killer AI from Elon Musk’s startup - T.C. Sottek (The Verge)
• A Spatial-Temporal Modeling Framework for Large-scale Video Understanding - Xiao Liu and Shilei Wen (Baidu Research) | Revisiting the Effectiveness of Off-the-shelf Temporal Modeling Approaches for Large-scale Video Classification - Yunlong Bian et al. | Activity-Net.org
• Microsoft Dynamics 365 now offers service chatbots as part of AI push
• Automated Crowdturfing Attacks and Defenses in Online Review Systems - Yuanshun Yao, et al.(2017)
• A.I. Experiments: Visualizing High-Dimensional Space - Google Developers
• Facebook’s Language-Creating AI Bots Are Now Required to Negotiate in English - Futurism | Facebook Shut Down AI After It Invented Its Own Language
• AI learns from professional gamers — then crushes them - Peter Holley (Washington Post)
• Google Has Started Adding Imagination to Its DeepMind AI - ScienceAlert.com & Imagination-Augmented Agents for Deep Reinforcement Learning - DeepMind
• Two Minute Papers
• Twitter taught Microsoft’s AI chatbot to be a racist asshole in less than a day - James Vincent
• These AI bots are so believable, they get asked out on dates (CNBC)
• How the NSA identified Satoshi Nakamoto (Not really AI but big data + machine learning)
• TensorKart: Self-driving MarioKart with TensorFlow - Kevin Hughes
• Artificial Intelligence (AI) Software and Robots are Replacing White-Collar Workers
• Baidu Deep Voice explained: Part 1 — the Inference Pipeline
• Google's Deep Mind Explained! - Self-Learning A.I. - ColdFusion
• Nvidia Lets You Peer Inside the Black Box of Its Self-Driving AI - Will Knight
• The incredible inventions of intuitive AI - Maurice Conti (TED Talks)
• AI Experiments: Explore machine learning in simple, hands-on ways (Google)
• An internet company has found a single manager for 60,000 employees - Dave Gershgorn (Quartz)
• How Google is making music with artificial intelligence (Science)
• Chinese chatbots apparently re-educated after political faux pas
• Mark Sagar Made a Baby in His Lab. Now It Plays the Piano
• IBM Watson: Smartest Machine Ever Built Documentary (NOVA)
• BuzzFeed News Trained A Computer To Search For Hidden Spy Planes. This Is What We Found
• Maybe the A.I. dystopia is already here - Anne Applebaum (Washington Post)
• How PayPal Is Taking a Chance on AI to Fight Fraud - American Banker
• China's big bet on domination in AI is no longer a long shot (National Post)
• A.I. Learns Nobel Prize Experiment in Just 1 Hour! - ColdFusion
• Goldman Sacked: How Artificial Intelligence Will Transform Wall Street - Newsweek
• The Rise of the Artificially Intelligent Hedge Fund - Wired
• The Robots Are Coming for Wall Street - Nathaniel Popper (NY Times)
• Neural Networks for Language and Understanding - Geoff Hinton
• Researchers built an invisible backdoor to hack AI’s decisions - Dave Gershgorn (qz.com)

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES - HEALTHCARE

• Heart Disease Diagnosis with Deep Learning - Chuck-Hou Yee
• Deep Learning in Medical Imaging - Ben Glocker (#reworkDL)
• Deep Learning for Predicting Glioblastoma Subtypes from MRI. Peter Chang, MD
• Defining a Patient Population With Cirrhosis: An Automated Algorithm With Natural Language Processing - E.K. Chang, et al., Journal of Clinical Gastroenterology 2016
• Predictive Analytics, NLP Flag Psychosis with 100% Accuracy - Jennifer Bresnick (Health IT Analytics, 2015)
• Chinese robot dentist is first to fit implants in patient’s mouth without any human involvement - Alice Yan
• Case Study: TensorFlow in Medicine - Retinal Imaging - Lily Peng (TensorFlow Dev Summit 2017)
• Better Medicine Through Machine Learning - Suchi Saria (TEDxBoston)
• Efficient identification of nationally mandated reportable cancer cases using natural language processing and machine learning - John D Osborne, et al. (Journal of Informatics in Health and Biomedicine, 2016)
• IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• IBM pitched its Watson supercomputer as a revolution in cancer care. It’s nowhere close - Casey Ross & Ike Swetlitz (STAT) vs. IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• Machine Learning in Health Care - Antonio Criminisi
• Big Data and Machine Learning in Healthcare: How, Why, and When - Dr. Leonard D'Avolio (HIMSS Big Data and Analytics Conference)
• Epic to use NLP to aid documentation, decision support
• AI can detect Alzheimer's 10 years before symptoms show up - Mariella Moon

ARTIFICIAL INTELLIGENCE (AI) - SIMULATION

• Running Programs In Reverse for Deeper A.I. - Zenna Tavares

ARTIFICIAL INTELLIGENCE (AI) - SUPERINTELLIGENCE

• Myths and Facts About Superintelligent AI (With MIT's Max Tegmark) - minutephysics
• Not If, But How Artificial Intelligence Might Take Over the World - Hugh Baillie
• Artificial Intelligence: it will kill us - Jay Tuck (TEDxHamburgSalon)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW

• Awesome-Tensorflow (curated list of resources)
• Machine Learning with TensorFlow - Andrew Gasparovic (GDD Europe '17)
• First Contact With Tensorflow - Jordi Torres
• TensorFlow in 5 Minutes - Siraj Raval
• Effective TensorFlow for Non-Experts - Martin Wicke (Google I/O '17)
• Intro to TensorFlow - Alejandro Solano (EuroPython 2017)
• Tensorflow and Deep Learning Without a PhD - Martin Görner
• TensorFlow Tutorial For Beginners - Karlijn Willems
• TensorFlow Dev Summit 2017
• TensorFlow at DeepMind - Daniel Visentin (TensorFlow Dev Summit 2017)
• TensorFlow Wide & Deep Learning Tutorial (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - MOBILE

• On-device machine learning: TensorFlow on Android - Yufeng Guo (Google Cloud Next '17)

ARTIFICIAL INTELLIGENCE (AI) - UNSUPERVISED LEARNING

• The Next Frontier in AI: Unsupervised Learning - Yann LeCun

ARTIFICIAL INTELLIGENCE (AI) - WEBSITES

• Insight Data Science
• KD Nuggets

BLOCKCHAINS

• Blockchain: The Slowest (and most Fascinating) Database in the World - Stefan Tilkov (GOTO Amsterdam 2017)
• What the #?!* is Bitcoin? - Jeremy Rubin (TEDxBeaconStreet)
• Blockchain Disruption: How Bitcoin Technology Creates a Sharing Economy - Thomas Ramge (TEDxHamburg)

BLOCKCHAINS - BITCOIN

• Ten years in, nobody has come up with a use for blockchain - Kai Stinchcombe
• Bitcoin -- distributing power & trust - Eric Spano (TEDxConcordia)

BOOKS

• Mind-Expanding-Books - Vishnu Ks
• List of free programming books (many languages)
• List of free programming books - CodeInfo.info

BROWSERS

BROWSERS - APIS

• WebExtensions
• JavaScript APIs
• Tabs

BROWSERS - AUTOMATION

• Nightmare
• Phantom.js
• Selenium

BROWSERS - BEAKER BROWSER

• Beaker Browser - Peer-to-peer browser with tools to create and host websites
• IPFS.io - Peer-to-peer hypermedia protocol to make the web faster, safer, and more open
• Dat Project - Data-sharing protocol for applications of the future

BROWSERS - CHROME

• Extensions
• Extensions APIs

BROWSERS - PLUGINS/EXTENSIONS

BROWSERS - PLUGINS/EXTENSIONS - CHROME

• Documentation | Overview | Examples | CodeLab | Developer's Guide
• Javascript APIs
• How to Make a Chrome Extension - Gabe Berke-Williams
• Extensionizr: Start a Chrome extension in 15 seconds

BROWSERS - WEBRTC

• High Performance Browser Networking
• WebRTC.org
• WebRTCHacks.com

BUSINESS

• The Startup Playbook - Sam Altman
• Lectures (by successful entrepreneurs) on "How to Start a Startup" (Stanford University)
• How to Build a Startup: The Lean LaunchPad - Steve Blank
• Startup (podcast)
• SteveBlank.com
• The Tim Ferriss Show
• James Altucher interview podcasts
• Kauffmann Founders School
• A Culture of Experimentation - Jeff Bezos (2005)
• Observatory of Economic Complexity (interactive international trade data displayed using D3)
• First Round Review

BUSINESS - ENTREPRENEURSHIP

• The Lean Start-up - Ash Maurya’s keynote speech (Start-up Showcase 2017)
• The Lean Startup - Eric Ries (Talks at Google)
• Beyond the Business Model - Ash Maurya
• The Customer Factory
• Why Products Fail - Ash Maurya
• 10 Steps to Product-Market Fit - Ash Maurya

BUSINESS - PODCASTS

• Business Book of the Month
• Freakonomics Radio
• Masters of Scale
• Meaningful Show
• Nice Guys on Business
• Rework (Basecamp)
• Simplify
• Startup Success Podcast
• The Tim Ferriss Show
• The Tony Robbins Podcast

CHARACTERS

• Characters, Symbols and the Unicode Miracle - Computerphile + other cool Computerphile videos

CHESS

CHESS - ANALYSIS

• When Grandmasters Blunder - Joe Doliner, code underlying the analysis, The Pachyderm Stack (a completely new MapReduce engine built on top of modern tools) & Pachyderm Single Node Mode
• ChessGames.com (746,000 chess games)

CHESS - TOOLS

• Chessboard.js
• Chess.js

CHINESE

• InfoQ Chinese news
• Python - Mofan Zhou: Tutorials collection | PyTorch tutorials
• Chinese university courses on Coursera
• 卷积神经网络的运作原理
• Fudan University: Coursera courses
• Nanjing University: Coursera courses
  • 计算机操作系统
  • 计算机系统基础（一） ：程序的表示、转换与链接
  • 软件测试 (Software Testing)
  • 用Python玩转数据 Data Processing Using Python
• Peking Univesity: Coursera courses | EdX courses
  • 魅力机器人 | The Fascinating World of Robots and Robotics
  • 操作系统与虚拟化安全
  • 软件工程
  • 数据结构与算法第一部分 | Data Structures and Algorithms Part 1 (Beijing University) & Part 2
  • 算法基础－Fundamental Algorithms
  • Principles and Practice of Computer Aided Translation 计算机辅助翻译原理与实践
  • 人群与网络 | Networks and Crowds
  • 程序设计基础 | Fundamentals of Programming
  • 理论计算机科学基础 | Introduction to Theoretical Computer Science
• Shanghai Jiaotong University: Coursera courses
• Tsinghua University: EdX courses
  • Data Structures and Algorithm Design Part I 数据结构与算法设计(上) | Data Structures and Algorithm Design Part II 数据结构与算法设计(下) | Data Structures • 数据结构 | 2015 course - Data Structures and Algorithm Design 数据结构与算法设计 | 2014 course
• USTC: Coursera courses
• Xian Jiaotong University: Coursera courses
• Elixir入门文档中文

CHINESE - AUDIO

• Ting (Pianke.me)

CHINESE - BOOKS

• 海量电子书
• 努努书坊

CHINESE - LEARNING

• The Chairman's Bao - Simplified Chinese newspaper

• JustLearnChinese.com

• HanziJS is a Chinese character and NLP module for Chinese language processing for Node.js | Github

CHINESE - SCIENCE FICTION

• 刘慈欣：科学中的故事资源 & full list

CLEAN CODE

• Is Your Code Too SOLID? - Sarah Mei
• Move Slow and Mend Things - Kevlin Henney (Devoxx Belgium 2017)
• Why Senior Devs Write Dumb Code and How to Spot a Junior From A Mile Away - Scott Shipp
• Ideology - Gary Bernhardt (StrangeLoop 2015)
• The Mediator Pattern - Brandur
• "The Mess We're In" - Joe Armstrong (StrangeLoop 2014)
• Creative Engineering: Promises & Razors - Insights into Rapid Development - Tom Mejias, Bill Robinson and Matteo Vallone
• The Failures of "Intro to TDD" - Justin Searls
• Treat Your Code as a Crime Scene - Adam Tornhill
• Code review advice from Thoughtbot
• Keynote: Architecture the Lost Years - Robert Martin (Ruby Midwest 2011)
• Talking Architecture: Small Is Beautiful - Kevlin Henney (Wix Engineering Tech Talks 2016)
• Code as Risk - Kevlin Henney (GOTO Amsterdam 2017)
• A System is Not a Tree - Kevlin Henney (DevWeek 2015)
• The Errors of Our Ways - Kevlin Henney (GOTO Berlin 2016)
• A Question of Craftsmanship - Kevlin Henney (Agile India 2013)
• Cruft and Technical Debt: A Long View - Yehuda Katz (GoGaRuCo 2012)
• Grasping Complexity with Both Hands - Glenn Vandenurg (GoGaRuCo 2012)
• Behind the Curtain: Applying lessons learned from years in the Theatre to crafting software applications - Nell Shamrell (MaidosnRuby 2012)
• Modular & reusable front-end code with HTML5, Sass and CoffeeScript - Roy Tomeij (MadisonRuby 2012)
• Robert C. Martin videos (free)
• Robert C. Martin videos (non-free)
• Grand Unification Theory: Writing and Running Code, by Brian Ford (Barcelona RuCo 2012)
• Programming and minimalism: lessons from Orwell and the Clash - Jonathan Dahl (RubyConf 2010)
• States and Nomads: Handling Software Complexity - Zach Tellman

CLEAN CODE - AGILE

• Why Scaling Agile Doesn't Work • Jez Humble (GOTO 2015)
• Beyond Scope, Schedule, and Cost: The Agile Triangle - Jim Highsmith (ThoughtWorks)
• Business Decision Maturity Model (BDMM) - Dr. Knut Hinkelmann
• Managing IT for Business Value: The New Gold Standard - BCG
• The Business Decision Maturity Model
• Black Swan Farming
• Management & Measurement & Business Value – “Oh My”: Creating Solutions with Measurement in Changing Times - Dan Galorath

CLEAN CODE - AGILE - KANBAN

• Agile Project Management with Kanban - Eric Brechner
• Agile Project Management with Kanban - Eric Brechner

CLEAN CODE - APIS

• APIs: The Good, The Bad, The Ugly - MicheleTitolo (Ruby Remote Conf 2015)
• HTTP API Design Guide
• Beautiful REST & JSON APIs - Les Hazelwood (Jax Conference 2013)
• Building the Great Wall: API Driven Applications by Scott Parker, Dan Melnick (Madison Ruby 2012)
• How to Design a Good API and Why It Matters
• API Blueprint & Github
• Dredd — HTTP API Validation Tool
• Pliny - Write excellent APIs in Ruby & Better APIs with Pliny - Will Leinweber (RubyOnAles 2015)

CLEAN CODE - APIS - DOCUMENTING

• Understanding JSON Schema - Michael Droettboom et al. & PDF
• prmd - JSON Schema tools and doc generation for HTTP APIs

CLEAN CODE - APIS - DOCUMENTING - SWAGGER / OPENAPI

• Swagger.io | Swagger Editor | Specification | Explanatory docs | Github
• PetStore example: Running | JSON files | YAML files
• Swagger tutorial - Learn API Doc
• OpenAPI Specification Journey - Arnaud Lauret: 1 - Intro | 2 - Basics | 3 - Simplifying spec file | 4 - Advanced Data | 5 - Advanced Input & Output Modeling | 6 - Defining Security | 7 - Documentation | 8 - Splitting the spec file | 9 - Extending the OpenAPI Spec
• Learn API Doc - Tom Johnson
• Swagger 101 - SwaggerHub.com
• phoenix-swagger

CLEAN CODE - CODE CLIMATE

• Code Climate: Open source projects | Platform | Free service for open source projects
• Build your own Code Climate Analysis Engine

CLEAN CODE - MEASURING

• Ruby-Toolbox - Code Metrics
• Semi Automatic Code Review - Richard Huang (RailsConf 2012)
• rails_best_practices gem & railsbp.com

CODING CONTESTS

• CodeChef
• TopCoder

CODING PUZZLES

• Programming Praxis

CODE SEARCH

• Github Search
• Google Code
• Ohloh Code
• SearchCode.com
• Sourcegraph.com

COMPUTING BASICS

• Logic Components - 0612 TV w/ NERDfirst
• See How Computers Add Numbers in One Lesson - In One Lesson
• Computerphile: AND OR NOT - Logic Gates Explained & XOR & the Half Adder
• Logic Components - "lcc0612"
• Digital Electronics: The Half Adder and Full Adder - Derek Molloy
• An Introduction to Logic Gates - DrPhysicsA
• Making Your Own 4-bit Computer From Transistors - Simon Inns

COMPUTING BASICS - QUANTUM COMPUTING

• Quantum Computing 2017 Update - ExplainingComputers
• Unboxing a Quantum Computer - Holy $hit Episode 19 - Linus Tech Tips
• A Beginner’s Guide to Quantum Computing - Talia Gershon (IBM)

CSS

• CSS Reference - Visual guide to the most popular CSS properties
• MarkSheet: Free HTML & CSS tutorial
• How to Master CSS - Christopher Harrison & Helen Zeng (Microsoft Virtual Academy - Jumpstart)
• HTML and CSS Tutorial for Beginners: The Ultimate Guide to Learning HTML and CSS
• CSS3 Tutorial - Derek Banas
• LearnLayout.com
• Mozilla MDN
• CSS2 Cheat Sheet (Cheatography)
• Sass
• Less
• Compass
• Getting Oriented With Compass
• Kicking Ass + Taking Names with Sass & Compass
• csscss (finds CSS redundancies)
• Twitter Bootstrap
• Front End Legos: Better Design with Reusable HTML & CSS
• Github CSS style guide
• Zen-Coding
• CSS Conf videos

CSS - COOL STUFF

• CSS-Tricks.com
• How To Make a Slide Out Navigation with HTML/CSS (No JavaScript)

CSS - FLEXBOX

• A Complete Guide to Flexbox - Chris Coyier
• Solved By Flexbox - Philip Walton
• W3C spec

CSS - RESPONSIVE DESIGN

• Laziness in the Time of Responsive Design - Ethan Marcotte (Constant Contact 2014)
• The New Rules of The Responsive Web

DATA

• ProgrammableWeb.com
• Data Sources on the Web - Managed R Archive Network
• 23 Resources for Finding Open Data
• 30 Places to Find Open Data on the Web
• AWS Public Data Sets
• DataCataloges.org
• Data Repositories - Jerry Smith
• Datasets for Data Mining and Data Science
• Freebase.com
• Kaggle.com Datasets
• Public datasets - ScaleUnlimited.com
• UCL Data Science Student Challenge 2016
• Where can I find large datasets open to the public?
• Comprehensive List of Free Historical Market Data Sources
• Datahub.io

DATA - ANALYSIS

• Kaggle.com
• Dataconomy
• Data Driven NYC videos (Nov 2014)

DATA - APIS

• Best Buy (retail)
• Bloomberg
• DataSift (Twitter firehose)
• Expedia
• Facebook
• Forecast.io (weather)
• Google Public Data
• HealthData.gov
• Hotwire
• Kaggle
• MapQuest (maps)
• New York Times
• OpenStreetMap
• OpenWeatherMap (weather)
• ProPublica
• Public APIs
• Quandl, Github & example iPython notebook
• Reuters
• Salesforce, pyforce, simple-salesforce, salesforce-python-toolkit & example
• Socrata
• Twitter
• Walmart (retail; real-time prices and availability)
• Weather Underground (weather)
• WeatherBug (weather)
• World Bank (socioeconomic data)
• Yahoo! Finance (financial data)
• Zillow (real estate)

DATA - APIS - INTERNATIONAL

• Google public data directory
• IMF
• International Social Survey Programme
• Merchant Fleet of Late Medieval and Tudor England, 1400–1580
• Stanford Large Network Dataset Collection (SNAP)
• United Nations
• World Bank
• World Health Organization

DATA - APIS - NATIONAL (NON-US)

• United Kingdom

DATA - APIS - UNITED STATES

• Bureau of Labor Statistics & Dept of Labor
• Census Bureau
• Census Bureau's Statistical Abstract
• CDC Wonder
• Dartmouth Atlas of Healthcare
• Dept of Education
• Dept of Health & Human Services
• EDGAR (SEC)
• Energy Information Administration
• EPA
• Explore.data.gov
• FCC (Federal Communications Commission)
• FedStats
• FRED (Federal Reserve Economic Data)
• Healthcare.gov
• ICPSR
• Medicare.gov
• NationalMap.gov
• NIH (National Institutes of Health) Data Sharing Repositories
• National Library of Medicine
• NOAA National Climatic Data Center
• Quality of Government data
• Sunlight Labs
• USA.gov
• USGS

DATA - APIS - UNITED STATES - CITIES/STATES

• Austin, TX
• Boston, MA
• Chicago, IL
• New York City, NY
• New York State
• San Francisco, CA
• Seattle, WA

DATA - NATURAL LANGUAGE PROCESSING (NLP)

• Common Crawl
• Datasets for Natural Language Processing - Jason Brownlee
• List of datasets for machine learning research - Wikipedia
• MC-AFP: machine comprehension dataset based on public available Gigaword dataset (AFP portion)
• Wikipedia 2014 data (DBpedia)
• DBpedia
• Wikipedia dataset

DATA - PODCASTS

• O'Reilly Data Show Podcast

DATA - SCRAPING

• Top 50 open source web crawlers for data mining

DATA - VISUALIZATION

• VizWiz: Data visualization done right (blog)
• OpenVis Conference videos (Boston 2016)

DATABASES

DATABASES - ANALYSIS TOOLS

• DbDesigner
• SQL Developer
• SQL Power Architect

DATABASES - DATOMIC

• Datomic.com

DATABASES - COUCHDB

• CouchDB API docs | Wiki | Blog
• Running a CouchDB 2.0 Cluster in Production on AWS with Docker - Geoff Cox
• rxjs-couchdb

DATABASES - GRAPHQL

• GraphQL: Data query language and runtime | GitHub
• Getting started (documentation)
• Goodbye REST… GraphQL Is Better! (SFNode 2017)
• GraphQL-Ruby
• Learn GraphQL
• The GitHub GraphQL API - GitHub
• GraphiQL: Graphical interactive in-browser GraphQL IDE
• Intro to GraphQL - Lee Byron (0REDEV 2015)
• Exploring GraphQL - Nick Schrock (Dev Tools @ Scale)
• GraphQL: Designing a Data Language - Lee Byron (StrangeLoop 2016)

DATABASES - GRAPHQL - IMPLEMENTATIONS

• graphql-elixir: Elixir implementation & website
• graphql-js
• Python implementation
• Ruby implementation
• Sangria: Scala implementation
• Graph for Scala

DATABASES - HOW THEY WORK

• How does a relational database work - Christophe Kalenzaga
• Transactions: myths, surprises and opportunities" - Martin Kleppmann (StrangeLoop 2015)

DATABASES - JANUSGRAPH

• JanusGraph: Website | Github | Documentation | Getting Started

DATABASES - KINTO

• Kinto with Alexis Metaireau and Mathieu Leplatre (Podcast.init)

DATABASES - NEO4J

• Website | Documentation
• Neo4j Graph Database - TutorialsPoint.com

DATABASES - NEO4J - ELIXIR/ERLANG

• Using Neo4j from Erlang and Elixir
• bolt_sips - Florin Patrascu
• neo4j_sips - Florin Patrascu

DATABASES - POUCHDB

• Intro to PouchDB
• PouchDB Tutorial - TutorialsPoint.com
• pouchdb-authentication
• pouchdb-find
• Getting started with PouchDB and CouchDB - Nolan Lawson
• Offline-First Apps with PouchDB - Bradley Holt
• PouchDB Tutorial - Kaushik Paul

DATABASES - SQL

• Learn SQL: 50+ of the Best Online Educational Resources to Learn SQL and Relational Database Management - HackerLists.com
• SQLTeaching.com
• SQL Tutorial - 1KeyData.com
• PostgreSQL documentation: The SQL Language
• TutorialsPoint.com

DATABASES - STREAMING REPLICATION

• Open-Sourcing Yelp's Data Pipeline - Yelp | MySQL Streamer | Schematizer | Data pipeline client | Data pipeline Avro util | Kafka library
• Debezium: Change data capture for a variety of databases & Debezium.io
• BottledWater: Change data capture from PostgreSQL into Kafka (Confluent.com)
• Lapidus: Stream your PostgreSQL, MySQL or MongoDB databases anywhere, fast
• Databus: Source-agnostic distributed change data capture system (LinkedIn)

DEVOPS

• BOSH
• Capistrano
• Heroku | Tddium
• Puppet
• Ruby-Toolbox - Deployment Automation
• Ruby-Toolbox - Systems Integration
• Acquiring DevOps Skills - Pavel Suchman (DevCon TLV 2014)
• Configuration Management ROI - Evgeny Zislis (DevCon TLV 2014)
• Continuous Deployment - Matt White (MountainWest RubyConf 2012)
• FutureStack conference videos: 14 | 13

DEVOPS - ANSIBLE

• Ansible - Your First Step Into Server Provisioning - Ben Turner (Ruby Australia 2014)

DEVOPS - AWS (AMAZON WEB SERVICES)

• Getting Started with Managed Database Services on AWS - September 2016 Webinar Series

DEVOPS - BACKUPS

DEVOPS - BACKUPS - RESTIC

• Restic: Github.io | Documentation | Github
• How to configure Backblaze B2 with Restic on Linux - Roderick (Backblaze)

DEVOPS - BLOGS & PODCASTS

• Dockercast
• The New Stack

DEVOPS - CHAOS MONKEY, ETC

• Principles of Chaos
• Awesome Chaos Engineering
• Precision Chaos - Aaron Blohowiak (O'Reilly Velocity San Jose 2017)
• ChAP: Chaos Automation Platform - Netflix
• Chaos Engineering - Netflix
• Simian Army & Quick start guide
• Chaos Monkey
• Chaos Community Google group
• Conformity Monkey
• Janitor Monkey
• AWS outage: How Netflix weathered the storm by preparing for the worst - Nick Heath

DEVOPS - CHEF

• Chef
• Chef Community
• Chef Docs & Chef docs organized differently
• Chef - Cookbooks, Opscode
• Chef - Cookbooks, Community
• UsingChef.com - Weekly Newsletter
• Chef - Recipe DSL
• Chef - Resources and Providers Reference
• Chef videos from Opscode
• Learn Chef
• Using Ruby to Automate Your Life - Seth Vargo (Ruby Australia 2014)
• Testing Your Automation: TTD for Chef Cookbooks - Nathen Harvey (BigRuby 2013)
• Five Things You Didn't Know About Chef

DEVOPS - CHEF - BERKSHELF

• Berkshelf

DEVOPS - CHEF - CHEF-DK

• Chef-dk (Chef Development Kit)

DEVOPS - CHEF - CHEF_SOLO

• The Eight-fingered Chef by Jason Garber - MadisonRuby 2013

DEVOPS - CHEF - COOKBOOKS

• chef-jenkins
• chef-rbenv
• chef-rvm
• chef-user

DEVOPS - CHEF - KNIFE

• Knife docs
• knife-server

DEVOPS - CHEF - LIBRARIAN

• librarian-chef
• "What do I do with my own cookbooks (when using Librarian)?"

DEVOPS - CHEF - TEST-KITCHEN

• test-kitchen

DEVOPS - COREOS

• CoreOS
• Getting Started With With CoreOS
• CoreOS Fleet
• CoreOS rkt

DEVOPS - DOCKER

• Docker docs:
  • User Guide
  • Documentation & Installation
  • Docker Container Networks
  • Docker Engine
  • Docker Swarm
  • Docker Compose
  • Docker Hub
  • Docker Machine
  • Docker Cloud
• Docker Self-Paced Training videos
• Docker tutorial videos - Scott Turnbull
• KataCoda (interactive browser-based labs, courses, & playgrounds)
• Docker Tutorials: 1: Installing Docker | 2: Docker Run Basics | 3: Fun With Volumes | 4: More Run With Extra Goodies | 5: Basic Networking | 6: Dockerfiles (Part 1) | 7: Dockerfiles (Part 2) | 8: Troubleshooting with Sysdig | 9: Docker Machine | 10: Docker Compose | 11: Docker Swarm | 12: Kitematic | 13: Getting Started with experimental Docker Networking | Full List
• Awesome Docker - curated resources
• Docker for Data Scientists - Michelangelo D'Agostino (Strata 2016)
• DockerCon 2015
• Docker 101: Introduction to Docker - Andrew T. Baker (PyCon 2015) & Demystifying Docker - Andrew T. Baker (PyCon 2015)
• The Docker Book - James Turnbull
• Docker Cheat Sheet
• Docker Youtube channel
• Docs.Docker.com
• Docker Tutorials - DarkZebra
• Docker Overview - Rimantas Mocevicius: Part 1 | Part 2
• Intro to Docker - Amjith Ramanujam (PyCon 2014)
• Docker and the Future of Modern Software - Solomon Hyke (FutureStack14)
• Container Hacks and Fun Images - Jess Frazelle (DockerConf 2015) | Jess Frazelle's .dockerfunc
• Containerized Ruby Applications with Docker - Laura Frank (RubyConf 2014)
• Shipping Ruby Apps with Docker - Bryan Helmkamp (RedDot Ruby 2014
• Build Your Own Shipyard - Andreas Tiefenthaler (Kod.io 2014)
• Dockerising a Rails App - Graeme Mathieson
• Docker's Youtube channel
• Developing Ruby Applications With Docker - Laura Frank (ArrrrCamp 2015)
• Immutable Infrastructure with Docker and EC2 - Michael Bryzek (Gilt) (DockerCon 2014)
• 3 hours to Docker fundamentals: Jumpstart your Docker knowledge
• Be a happier developer with Docker: Tricks of the trade - Nicola Paolucci
• Pachyderm.io (MapReduce without Hadoop using a git-like distributed file system and Dockerized MapReduce) & Github
• Docker isn’t just for deployment - Ben Dixon (RailsConf 2015)

DEVOPS - DOCKER - CONFIGURATION

• The Challenges of Container Configuration - Gareth Rushgrove (Craft Conference 2016) & slides

DEVOPS - DOCKER - MICROCONTAINERS

• Microcontainers – Tiny, Portable Docker Containers - Iron.io
• Uber tiny Docker images for all the things (Ruby, Elixir, Python, etc.) - Iron.io
• LinuxKit: Toolkit for building secure, portable and lean operating systems for containers

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION

• Compose
• Sebastien Goasguen: Intro to Docker Compose Tool for Multi-Container Applications | Docker Volumes and Networks with Compose | How to Use Docker Machine to Create a Swarm Cluster | Using Docker Swarm to Create an Overlay Network
• Dacker Ruby gem
• Tools Built on Top of The Docker API - Vassili Van Der Mersch

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - CENTURION

• Centurion - NewRelic

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - COMPOSE & SWARM

• Docker 1.12 Release Candidate 2
• Introducing the Docker for AWS and Azure Beta - Michael Friis
• Compose - Docker
• Sebastien Goasguen: Intro to Docker Compose Tool for Multi-Container Applications | Docker Volumes and Networks with Compose
• Webinar Recording: Docker Compose: Simplifying Container Automation - Shawn Powers & Nathan Bank
• How To Install Wordpress and PhpMyAdmin with Docker Compose on Ubuntu 14.04 - DigitalOcean
• Use Docker Swarm with a data persistence layer - Jonas Rosland
• How To Configure a Continuous Integration Testing Environment with Docker and Docker Compose on Ubuntu 14.04 - Pablo Chico de Guzmán
• Docker Compose & Networking - Mano Marks
• Docker Compose Files Version 2
• Docker Swarm Part 1: Overview | Part 2: Discovery | Part 3: Scheduling | Part 4: High Availability | Part 5: Networking | Part 6: Volumes
• Docker Swarm: Create and Join Node | Setting up HA | Set up TLS | Container Rescheduling
• Docker swarm cluster in AWS - Rafael Benevides
• From Local Docker Development to Production Deployments - Jérôme Petazzoni (AWS re:Invent 2015)

DEVOPS - DOCKER - MULTIHOST ORCHESTRATION - MESOS

• Mesos - Apache

DEVOPS - DOCKER - NETWORKING

• Networking for Docker Containers (a Primer) - Fernando Sanchez: Part I | Part 2

DEVOPS - DOCKER - OSX

• Installation
• Docker Machine

DEVOPS - DOCKER - POSTGRESQL

• Official Postgres Docker repo

DEVOPS - DOCKER - REMOTE API

• Docker Remote API
• Docker-api Ruby gem

DEVOPS - DOCKER - VIDEOS

• DockerCon: 2017 | 2016 | 2015
• ContainerSummit.io: 2016 New York | San Francisco 2015
• Youtube
• Confreaks
• DockerCon Online Meetup 2015
• DockerCon EU 2015
• DockerCon & Co

DEVOPS - DOCKER - VOLUMES

• Understanding Volumes in Docker - Adrian Mouat
• Manage Data in Containers

DEVOPS - DOKKU

• Dokku: Github | website | documentation
• One-click install-and-deploy Dokku on DigitalOcean
• Make Your Own Heroku with Dokku and DigitalOcean - Roger Stringer
• Create Your Own Heroku Using Dokku-alt on DigitalOcean - Samudra Harapan Bekti
• Deploying Dokku to DigitalOcean for excellent deploying goodness - Pam Selle
• Running Dokku on Digital Ocean - Henrik Nyh

DEVOPS - DUCKTAPE

• Ducktape: Distributed System Integration & Performance Testing Library - Confluent

DEVOPS - KUBERNETES

• Kubernetes: Docs | Tutorials | Tasks | Concepts | Github
• Awesome-Kubernetes
• Kubernetes Youtube channel
• Kubernetes in Real Life - Ian Crosby (GOTO Conference 2017)
• Kubernetes Webinars - Janakiram & Associates
• kubectl: Cheatsheet | Overview
• Running Kubernetes in Production - Zalendo Tech & Kubernetes on AWS @Zalando - David Aronchick
• Kubernetes 101 for Developers - Ross Kukulinski
• KataCoda (interactive browser-based labs, courses, & playgrounds)
• Kubernetes in production - blue-green deployment, auto scaling and deployment automation - Paul Bakker (Devoxx UK 2016)

DEVOPS - KUBERNETES - KUBECTX

• kubectx - Switch between Kubernetes contexts/namespaces

DEVOPS - KUBERNETES - POWERFUL SEAL

• PowerfulSeal: adds chaos to your Kubernetes clusters, so that you can detect problems in your systems as early as possible. It kills targeted pods and takes VMs up and down - Bloomberg

DEVOPS - KUBERNETES - VIDEOS

KubeCon + CloudNativeCon 2017 - Austin

DEVOPS - ISTIO.IO

• Istio: Open Platform to Connect, Manage, and Secure Microservices | Github | Twitter

DEVOPS - LOGGING

DEVOPS - LOGGING - ELK (Elasticsearch + Logstash + Kibana)

• My Elasticsearch resources
• My Logstash resources
• Elasticsearch, Logstash & Kibana - Kevin Kluge
• Using ElasticSearch, Logstash and Kibana to Create Realtime Dashboards - Alexander Reelsen
• Query Log Analysis – Using Logstash, ElasticSearch and Kibana - Niels Henrik Hagen
• Visualizing Logs Using ElasticSearch, Logstash and Kibana - Jeff Sogolov
• Setting up Elasticsearch, Kibana, and Logstash - Daniel Dreier & Logstash Cnfiguration Dissection

DEVOPS - LOGGING - ELK (Elasticsearch + Logstash + Kibana) - SHIELD (Non-free)

• Shield (non-free ELK security product)
• Shield documentation

DEVOPS - LOGGING - ELSA

• ELSA: Enterprise Log Search and Archive

DEVOPS - LOGGING - GRAYLOG2

• GrayLog2

DEVOPS - LOGGING - KIBANA

• Kibana documentation: Current | Older versions

DEVOPS - LOGGING - LOGSTASH

• Documentation: Current | 1.4.2
• Getting Started
• Logstash and Other Things - Jordan Sissel (PuppetConf 2012)
• More Logstash Awesome - Jordan Sissel (PuppetConf 2013)
• Logstash Presentation - Matthew Smith
• A Bit of Logstash Cooking
• Chef-logstash
• Logstash Google Forum
• Logstash Freenode IRC

DEVOPS - NEWS

• The Register

DEVOPS - OPEN CONTAINER INITIATIVE (OCI)

• Open Container Initiative (OCI)

DEVOPS - OPENSTACK

• OpenStack.org: Overview
• What is OpenStack?
• OpenStack on Youtube & OpenStack Channel
• Paris Summit 2014: Videos
• OpenStack Superuser magazine
• @OpenStack (Twitter)
• OpenStack blog
• Ubuntu on OpenStack

DEVOPS - RKT

• Rkt: CLI for running application containers on Linux

DEVOPS - STATEFUL SERVICES

• Building Scalable Stateful Services - Caitie McCaffrey (Curry On 2016) & Building Scalable Stateful Services - Caitie McCaffrey (StrangeLoop 2015)

DEVOPS - VAGRANT

• Vagrant, Packer, Serf: Maximum Potency DevOps - Mitchell Hashimoto (Kod.io 2014)

DEVOPS - VIDEOS

• DevOpsDays Seattle 2017
• DevOpsDays Rockies 2017
• DevOpsDays Boston 2016
• DevOpsDays Rockies 2016

DISTRIBUTED PROGRAMMING

• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Readings in distributed systems - Christopher Meiklejohn

DOCUMENTATION

• DevDocs.io - "combines multiple API documentations in a fast, organized, and searchable interface"
• ZealDocs - open-soure offline documentation browser

DOWNTIME

• Ruby-Toolbox - Maintenance Mode
• Zero Downtime Deploys Made Easy - Matt Duncan (RubyConf 2012)
• Zero downtime deploys for Rails apps - Pedro Belo (RailsConf 2012) using Heroku, Unicorn and HAProxy

ELASTICSEARCH

• Elasticsearch documentation:
  • Reference: Current | Previous versions
    • CRUD APIs
    • Search
    • Indices
    • cat APIs
    • Cluster APIs
    • Queries
    • Filters
    • Mapping
    • Analyzers
  • Videos & Elastic{ON} videos
• Exploring Elasticsearch (online tutorial/book) - Andrew Cholakian
• Elasticsearch: The Definitive Guide: Online | Github repo & instructions for generating a PDF
• Your Data, Your Search, Elasticsearch - Costin Leau (SpringOne2GX 2013)
• Elasticsearch: The Definitive Guide
• Make sense of your (big) data using Elasticsearch - Honza Král (PyData Berlin 2014)
• Explore Your Data With Elasticsearch - Honza Král (SF Python talk)
• Getting Down and Dirty with ElasticSearch - Clinton Gormley (NoSQL Matters Barcelona 2013)
• Elasticsearch from the bottom up - Alex Brasetvik (EuroPython 2014) & article
• Elasticsearch from the top down: Tracing a request down to the bits - Alex Brasetvik
• How To Interact with Data in ElasticSearch Using CRUD Operations - Justin Ellingwood

ELASTICSEARCH - BLOGS

• Elastic.co blog
• Foundation (Found.no)

ELASTICSEARCH - ELASTICAT

• elasticat (Ruby script for prettifying JSON returned from Elasticsearch)

ELASTICSEARCH - HELP

• Elasticsearch Freenode IRC
• Elasticsearch Google Forum

ELASTICSEARCH - INFORMATION RETRIEVAL

• Intro to Information Retrieval - Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, 2008

ELASTICSEARCH - LUCENE

• Lucene Core & docs

ELASTICSEARCH - MAPPING

• Intro to Elasticsearch Mapping - Njal Karevoll
• All about analyzers, Part One - Andrew Cholakian & Part Two
• A data exploration workflow for mappings - Njal Karevoll
• Nested type
• ElasticSearch – nested mappings and filters - Joel Abrahamsson
• Elasticsearch: Advanced search and nested objects - Gregquat

ELASTICSEARCH - PERFORMANCE & CONFIGURATION

• Six ways to crash Elasticsearch - Konrad G. Beiske
• Elasticsearch in Production - Alex Brasetvik (Berlin Buzzwords 2013)
• Optimizing Elasticsearch searches - Alex Brasetvik
• Troubleshooting Elasticsearch searches, for beginners - Alex Brasetvik

ELASTICSEARCH - PYTHON

• Elasticsearch-py (low level)
• Elasticsearch-dsl-py (higher level)
• Elasticsearch DSL - Honza Král

ELASTICSEARCH - QUERYING & FILTERING

• Combining filters

ELASTICSEARCH - RAILS

• Elasticsearch-Ruby APIs: Ruby/Rails APIs
• Ruby gems' documentation:
  • elasticsearch-rails
  • elasticsearch-model
  • elasticsearch-ruby
  • elasticsearch-transport
  • elasticsearch-api
• Full-Text Search in Rails with ElasticSearch - Mostafa Abdulhamid
• Using Elasticsearch With Rails Apps - Brian Gugliemetti (RailsConf 2013)
• Getting Started with Elasticsearch on Rails - Ian Ehlert

ELECTRON

• Electron: "Build cross platform desktop apps with web technologies"

ELIXIR

• Elixir: Docs & Getting Started (tutorial) & Erlang/Elixir Syntax Crash Course & Elixir-lang-talk group & Elixir Core mailing list & ElixirForum.com
• Awesome Elixir - Curated list of Elixir/Erlang libraries, resources & shiny things
• Cheatsheet
• Explicit Elixir - Paul Lamb (ElixirDaze 2016)
• Elixir Examples: Categorized | Single page
• What Elixir is About - José Valim (Erlang Factory SF 2015)
• Elixir: Easy fun for busy developers - David Schmitz (Devoxx 2016)
• Transforming Programming - Dave Thomas (Erlang & Elixir Factory 2017)
• A Completely Unbiased Showcase of Elixir - Andrea Leopardi (Erlang User Conference 2016)
• Elixir with José Valim
• Building a web framework from scratch in Elixir - Robert Lord
• Elixir School
• Sweet Elixir! - Ryan Cromwell & full notes
• Exercism.io Elixir
• Basic Design in Functional Programming Languages - Tomasz Kowal (ElixirLive 2016)
• Elixir talks - Confreaks.tv
• Elixir Koans - Nicolas Deverge
• Introducing reducees - José Valim
• Elixir Express: Workshop - Chris McCord (RailsConf 2014) & Basic documentation & Advanced documentation
• Elixir for the Rubyist - Hal Fulton (RubyDay 2015)
• Elixir With José Valim - HowIStart.org
• What's Ahead for Elixir? - José Valim (ElixirConf EU 2015)
• Elixir: Power of Erlang, Joy of Ruby - Dave Thomas (LoneStarRuby 2013)
• Introduction to Elixir: a New Language on the VM - José Valim
• Foray into Functional Programming with Elixir - Trevor Brown (Suncoast Java Users Group Dec 2014)
• Functional and concurrent programming with Elixir - Gabriele Lana
• Rubyists, have a sip of Elixir! - Benjamin Tan (RubyConf 2014)
• Intro to Elixir for Rubyists - Josh Adams & Robby Clements (ExlirConf 2014)
• Elixir Foundations for Ruby Devs: Transforming Data - Tomasz Kowal
• Intro to Elixir - SolutionStreet.com
• Elixir: The only Sane Choice in an Insane World - Brian Cardarella (GOTO Chicago 2017)
• Where I Got Stuck Using IEx.pry in Elixir - Jesse Trimble
• Programming Elixir: The magic of today's tonic - Katie Miller (Linux.conf.au Jan 2014)
• Ohai, Elixir! - Benjamin Tan (GeekCampsG 2014)
• Elixir - A modern approach to programming for the Erlang VM - Jose Valim (RuPy 2012)
• Keynote - José Valim (ElixirConf 2014)
• Elixir Tooling - Eric Meadows-Jönsson (Berlin Erlang Factory Lite)
• Idioms for building distributed fault-tolerant applications with Elixir - José Valim (GOTO Conferences 2015)
• Keynote: "Think Different" - Dave Thomas (ElixirConf 2014)
• Ruby and Elixir - Casey Rosenthal (Portland Ruby Brigade Jan 2015)
• Hex: How it was built - Eric Meadows–Jönsson (ElixirConf 2014
• Elixir Sips (non-free) & Sipper (downloader) - Henrik Nyh
• Elixir Starters
• Elixir Freenode IRC
• Writing Command Line Applications with Elixir - James Smith (ElixirConf 2014)
• Elixir Code Reading: Blacksmith
• Elixir Fountain - bi-weekly podcast
• Elixir in times of microservices - José Valim
• Closures: Elixir vs. Ruby vs. JavaScript - Hubert Łępicki
• ExMachina for Elixir: Factories with a Functional Twist - Josh Steiner & Paul Smith
• RED:4 - Learn Elixir The Fun Way (NOT FREE: $40) - Rob Conery

ELIXIR - 1.5

• The Feature That No One Knew About in Elixir 1.5 - José Valim (Elixir.LDN 2017)

ELIXIR - 1.4

• Using the Registry in Elixir 1.4 - Adam Mokan
• Changelog

ELIXIR - 1.3

• Changelog

ELIXIR - 1.2

• Elixir v1.2 released
• Elixir 1.2 and Elixir in Action

ELIXIR - ALGEBRAIC DATA TYPES

• Algae: Bootstrapped algebraic data types
• Witchcraft: library providing common algebraic & categorical abstractions (monoids, functors, monads, arrows, & categories)

ELIXIR - ATLAS

• Atlas (ORM)

ELIXIR - BLOGS

• Big Nerd Ranch
• Dockyard
• East 5th
• Elixir Dose
• Elixir Radar
• ElixirStatus.com
• Elixir Weekly
• The Erlang eList
• Hashrocket: TIL & blog
• Iacobson.net
• Plataformatec
• The Pug Automatic - Henrik Nyh
• Red Shift
• Thoughtbot

ELIXIR - BOOKS

• Elixir Documentation (PDF)
• Elixir Getting Started Guide: EPUB | Online
• Elixir Meta-Programming Guide (EPUB)
• The Mix & OTP Guide: (EPUB) | Online
• Études for Elixir & Github

ELIXIR - CODE EXAMPLES

• Simulations - James Edward Gray II
• a-little-elixir-goes-a-long-way (Elixir version of code examples from The Little Schemer)
• Rebuilding the Mission Impossible security system in Elixir on RaspberryPi - Ju Liu
• Elixir Deep Dive: Evercam, a 10K LOC Phoenix app - Derek Haynes

ELIXIR - CODE QUALITY

• Keeping Code Consistent - Ben Marx (ElixirConf EU 2017)
• Refactoring Elixir: Lessons Learned from a Year on Exercism.io

ELIXIR - COWBOY

• Cowboy: Github | User Guide

ELIXIR - COURSES (NON-FREE)

• DailyDrip.com - Elixir
• Pragmatic Studio

ELIXIR - DEBUGGING

• Debugging techniques in Elixir - Erich Kist
• Credo: Website | Github | Credo: A static code analysis tool for the Elixir language with a focus on code consistency and teaching - René Föhring

ELIXIR - DEPLOYMENT

• A Complete Guide to Deploying Elixir & Phoenix Applications on Kubernetes - Rohan Relan: Part 1: Setting up Distillery | Part 2: Docker and Minikube | Part 3: Deploying to Kubernetes | Part 4: Secret Management | Part 5: Clustering Elixir & Phoenix Channels
• Deploy Early and Often: Deploying Phoenix with Edeliver and Distillery - Zek Interactive: Part 1 & Part 2
• State of the art in deploying Elixir / Phoenix applications - Piotr Włodarek
• Deployment - ElixirForum.com
• Elixir in the times of microservices - José Valim
• Elixir Deployment Tools - General Discussion, Blog Posts, Wiki - ElixirForum.com
• Elixir App Releasing Model - Sebastian Gębski (ElixirLive 2016)
• Is Phoenix deployment really that hard? - Karol Słuszniak
• Understanding deps and applications in your Mixfile - João Britto
• conform: source
• Deferred_config: Seamless runtime config for otp apps with one line of code - Luc Fueston
• Peerage: Easy Elixir clusters, pluggable discovery. DNS-based (Kubernetes, Weave), UDP multicast, others - Luc Fueston
• Fast Continuous Deployment of an Elixir Gameserver - Martin Kavalar & Martin Schurrer

ELIXIR - DEPLOYMENT - AWS

• Elixir deployments on AWS - Ed Ellson
• Elixir on AWS Lambda - ElixirForum.com
• Deploying Elixir to AWS Elastic Beanstalk with Docker - James Robert Somers
• Easy Elixir auto scaling deployment with AWS and Travis CI - Nicklas Ramhöj
• Deploy Elixir Application To AWS Elastic Beanstalk - Michal Kalbarczyk
• How to Set up a Distributed Elixir Cluster on Amazon EC2 - Benjamin Tan Wei Hao

ELIXIR - DEPLOYMENT - BOOTLEG

• Docs | Github

ELIXIR - DEPLOYMENT - CONFORM

• Conform: library to adapt your application to its deployed environment

ELIXIR - DEPLOYMENT - DISTILLERY

• Distillery: Github | Documentation
• Elixir/Phoenix deployments using Distillery - Yuva
• Pete Corey: Deploying Elixir Applications With Distillery | Upgrade Releases With Distillery | Simplifying Elixir Releases With eDeliver | Upgrade Releases With eDeliver
• Storing Elixir Release Configuration in Environment Variables with Distillery - Brendan A R Sechter

ELIXIR - DEPLOYMENT - DOCKER

• How to use Elixir with Docker? - Kamil Lelonek
• Bottling Elixir with Docker - Part 1 - Paul Lamb
• Dockerizing Elixir and Phoenix Applications - Cody Boggs

ELIXIR - DEPLOYMENT - EDELIVER

• Edeliver: Github | Deploying Elixir applications with Edeliver - Igor Florian
• Bruce Pomeroy: Create an Elixir umbrella project containing a Phoenix app and build a release with Distillery & Deploying an Elixir Umbrella project using Distillery and Edeliver
• Real World Elixir Deployment - Pete Gamache (Empire City Elixir Conf 2016)
• Fast Continuous Deployment of an Elixir Gameserver - Martin Kavalar and Martin Schurrer
• Serving Phoenix and Continuous Deployment - Dustin Farris
• Getting Elixir / Phoenix running on Digital Ocean with edeliver - Matt Weldon
• Getting Elixir / Phoenix running on Digital Ocean with edeliver - davoclavo

ELIXIR - DEPLOYMENT - EXRM

• exrm: source | docs | package docs (hexdocs.pm)
• Deploying Phoenix Applications with Exrm [and Conform] - Brandon Richey
• How to config environment variables with Elixir and Exrm - Igor Florian

ELIXIR - DEPLOYMENT - GATLING

• Deploying a Phoenix App With Gatling - Josh Adams
• Deploying Phoenix on Ubuntu with Gatling - Dennis Reimann

ELIXIR - DISTRIBUTION

• Always Available - Claudio Ortolina (ElixirConf EU 2017)
• Elixir and Money - Tomasz Kowal (ElixirConf EU 2017)
• Idioms for Building Distributed Fault–Tolerant Applications with Elixir - José Valim (EuRuKo 2016)
• pg2 and You: Getting Distributed with Elixir - Eric Entin (ElixirConf 2016) | Slides

ELIXIR - EARMARK

• Earmark—A Pure Elixir Markdown Processor

ELIXIR - ECTO

• Ecto: documentation | Github | discussion forum
• Using Ecto outside of Phoenix by Geoffrey Lessel (Lonestar ElixirConf 2017) & An Intro to Ecto: Using Ecto in Non-Phoenix Elixir Projects - Geoffrey Lessel (Full Stack Talks Aug 2016)
• Embrace the Database With Ecto - Josh Branchaud (ElixirDaze 2017)
• Leveling Up With Ecto - Darin Wilson (ElixirConf 2016) | code
• Lew Parker: Diving into Ecto - 1 | Diving into Ecto - 2 | Ecto Query Library
• Understanding Elixir’s Ecto Querying DSL - Thomas Punt: The Basics | Beyond the Basics
• Up, Down, Up with Ecto Migrations - Josh Branchaud
• Ecto Migrations: Simple to Complex - Josh Branchaud
• Refactoring Techniques for Elixir, Ecto, and Phoenix - Gary Rennie (ElixirConf 2016)
• Connecting to Multiple Databases with Ecto - Geoffrey Lessel
• Ecto’s insert_all and schemaless queries - José Valim
• Replace Callbacks with Ecto.Multi - Daniel Berkompas
• Abandoning models and embracing data - exploring Ecto - Michal Muskala (Elixir Warsaw)
• Ecto: A language integrated query for Elixir - José Valim (CodeMesh Londong 2013)
• Ecto - the Past, the Present, the Future - Michał Muskała (ElixirConfEU 2016 | slides
• Ecto - Eric Meadows-Jönsson (ElixirConf EU 2015)
• Making Sense of Ecto 2 SQL.Sandbox and Connection Ownership Modes - Piotr Włodarek
• PostgreSQL indexing with Ecto - Richard Nyström
• Composable Queries with Ecto - Drew Olson (ElixirConf 2015)
• Embedding Elixir Structs in Ecto Models - Josh Steiner

ELIXIR - ELASTICSEARCH

• Tirexs - Elixir DSL for Elasticsearch
• erlastic_search (Erlang client for Elasticsearch)
• Elasticsearch from Elixir and Docker - Zohaib Rauf

ELIXIR - EVENT SOURCING/CQRS

• Building CQRS/ES web applications in Elixir using Phoenix - Ben Smith | Building a CQRS/ES web application in Elixir using Phoenix | PDF
• Dealing with eventual consistency in a CQRS/ES application - Ben Smith
• Eventstore: CQRS event store using PostgreSQL for persistence - Ben Smith
• Commanded: Use Commanded to build Elixir CQRS/ES applications - Ben Smith
• EventSourced: Functional domain models with event sourcing in Elixir - Ben Smith
• Supporting multiple event stores in Commanded using an adapter based approach for Elixir - Ben Smith
• Derek Kraan: Event Sourcing in Elixir & Event Sourcing: Invariants spanning multiple aggregates
• CQRS with Elixir and Phoenix - Jean-François Cloutier
• Event Sourcing and CQRS in Elixir - ElixirForum.com
• Intro to implementing Command Query Responsibility Segregation (CQRS) in Elixir applications - Ben Smith
• Christian Posta: Why Microservices Should Be Event Driven: Autonomy vs Authority | 3 Easy Things to Do to Make Your Microservices More Resilient | Carving the Java EE Monolith Into Microservices: Prefer Verticals Not Layers | The Hardest Part About Microservices: Your Data
• DDD/CQRS/ES/NoSQL and functional programming
• CQRS with Erlang - Bryan Hunter (NDC Conference 2014)

ELIXIR - EXDOC

• ExDoc

ELIXIR - FUNCTIONAL PROGRAMMING

• Let's Get Functional With Elixir! - Nate Taylor
• Composing Elixir Functions - Jay Hayes
• Function Currying in Elixir - Patrik Storm
• Follow-up: Function currying in Elixir - Milton Mazzarri
• Lenses and Pattern Matching - Travis Poulsen
• Focus, an Elixir library for functional lenses - Travis Poulsen
• Currying packages

ELIXIR - GENSTAGE & FLOW

• Small data with Elixir - José Valim
• GenStage and Flow - José Valim (Lambda Days 2017)
• Announcing GenStage - José Valim
• GenStage in the Kitchen - Claudio Ortolina (Elixir.LDN 2016)
• GenStage - José Valim (Elixir London June 2016))
• How Do I GenStage? - Adrian Dunston
• Reactive Tweets with Elixir GenStage - Mario Flach

ELIXIR - GRAPHQL

• Phoenix GraphQL Tutorial with Absinthe - Ryan Swapp
• GraphQL in Practice - Bruce Williams & Benjamin Wilson (ElixirConf.EU 2017)

ELIXIR - HEX

• Writing and Publishing an Elixir Library - Nithin Bekal
• Publishing a package - Hex.pm

ELIXIR - MACROS

• Using Functions in Elixir Guard Clauses - Chris Keathley
• Down the Rabbit Hole: Defining a guard-safe modulo operation in Elixir - Wiebe-Marten
• Elixir in Elixir - Jay Hayes (Elixir & Phoenix Conf 2016 & Getting Started with Elixir Metaprogramming (blog post)
• Macros - Jason Cummings (ElixirDaze 2017)
• Understanding Elixir Macros, Part 1 - Basics - Saša Jurić, Part 2 - Micro theory, Part 3 - Getting into the AST, Part 4 - Diving Deeper, Part 5 - Reshaping the AST, Part 6 - In-place code generation
• Writing a simple macro in Elixir - Dave Thomas

ELIXIR - METAPROGRAMMING

• Metaprogramming Elixir - Chris McCord (NDC Oslo 2015)
• Mex: Elixir Shell helper for previewing macroexpansion - Luc Fueston

ELIXIR - MIX

• Intro to Mix
• The Mix & OTP Guide: (EPUB) | Online
• Mix Templates - Dave Thomas
• Mix Test.Watch: Automatically run your Elixir project's tests each time you save a file

ELIXIR - NEURAL NETWORKS

• AutomatingTheFuture.com - Quentin Thomas
  • Artificial Neural Networks, Elixir, and You - Quentin Thomas

ELIXIR - OTP

• The ABCs of OTP - Jesse J Anderson (ElixirDaze 2017) | Intro to OTP in Elixir - Jesse J. Anderson (Full Stack Talks Aug 2016) | slides | resource links
• Michael @ omgneering: GenServer basics | [GenServer Callbacks and concurrency](Elixir GenServer callbacks and concurrency) | Supervisor | Application (Part 1) | Application (Part 2)
• To spawn, or not to spawn? - Saša Jurić
• High availability with Elixir and Erlang - Saša Jurić (Full Stack Fest 2016) & High Availability - Saša Jurić
• Elixir/Erlang OTP in Microservice Architecture - Thomas Newton (Microservices Day New York 2017
• Per-user workers with custom queue processing (using GenServer and Supervisor) - Adam Hodowany
• The Mix & OTP Guide: (EPUB) | Online
• Creating Elixir libraries as OTP applications - Hubert Łępicki
• OTP in Elixir - Part 1 - Christian Di Lorenzo (Triangle Elixir 2016)
• Extending OTP with Custom Behaviours - Michał Muskała (ElixirLive 2016)
• Chat Bot: A Practical Walkthrough of the powerful Features Elixir/Erlang/OTP - Jeff Weiss
• Finding the needle in the Haystack: Breadth First Search... The Elixir Way - Quentin Thomas
• Re-architecting with Elixir/OTP and Pattern Matching - Mustafa Turan

ELIXIR - PACKAGES

• Hex.pm (Erlang & Elixir package manager)
• ExActor: Simplifies implementation of GenServer-based processes - Saša Jurić
• con_cache: ETS-based key/value cache with row level isolated writes and ttl support - Saša Jurić
• Vex: Data Validation for Elixir - CargoSense
• Elixir Package Building & Publishing - Step by Step Guide From Scratch - Blackode
• Apex: Awesome Print for Elixir
• BEAM Toolbox: categorized catalog of Hex packages for Elixir and Erlang - Henrik Nyh
• CSV: CSV Decoding and Encoding
• ExActor: Simplifies implementation of GenServer based processes
• Jolt: REST JSON API with zero coding (Mike Clark)
• Quantum: Cron-like job scheduler
• Scrivener: Paginate your Ecto queries (Drew Olson)

ELIXIR - PERFORMANCE

• Monitoring Production Elixir Applications - John Kelly (EMPEX 2017)
• Measuring your Elixir Application - Renan Ranelli (ElixirConf 2016) | Blog post: "A guide to measuring your Elixir app
• vmstats: gathers metrics on the Erlang VM and sends them to a configurable sink - Fred Hebert
• Gathering metrics in Elixir applications - Andrea Leopardi
• The Elixir Bottleneck - Dorian Iacobescu

ELIXIR - PHOENIX

• API Docs | Github
• Keynote: Phoenix 1.3 - Chris McCord (Lonestar ElixirConf 2017) & discussion
• Stateful Web Apps with Phoenix and OTP - Hannah Howard (Erlang & Elixir Factory SF 2017)
• Phoenix: an Intro to Elixir's Web Framework - Sonny Scroggin (NDC {London} 2017)
• Crowd-controlling a game with Elixir and Phoenix - Andrea Leopardi (NoSlidesConf Dec 2016)
• What the fuss about Phoenix - Saša Jurić (WebCamp Zagreb 2016) & slides
• ElixirConf 2016 Keynote on Phoenix 1.3- Chris McCord
• Rails to Phoenix - Brian Cardarella (RailsConf 2016)
• Phoenix: The Firehose Project: Hands-On Intro to Building Modern Web Applications With Elixir and Phoenix
• Photo Album: A Phoenix/Elixir web app - Khaja Minhajuddin: Part 1 | Part 2
• Elixir on the Web: Phoenix Rising - Artem Chernyak
• How We Replaced React With Phoenix - Blake Williams (Thoughtbot)
• Taking Off With Phoenix - Sonny Scroggin (Erlang Factory SF 2016) & (NDC London 2016
• New Heights - Chris McCord (ElixirDaze 2016)
• Building Phoenix Battleships - Ricardo García Vega: 1: Designing the game mechanics | 2: Lobby Channel & Game Supervision | 3: Game setup | 4: Placing ships on board | 5: Let the battle begin!
• Phoenix a web framework for the new web - José Valim (Lambda Days 2016) | #pivorak Lviv Ruby MeetUp
• Phoenix is not Rails - Chris McCord
• Intro to Phoenix - José Valim (Elixir Warsaw Meetup)
• Phoenix: A web framework for the new web - José Valim (PolyConf 2015)
• Phoenix - a framework for the modern web - Chris McCord (NDC Conference Norway 2015)
• ExCasts (requires free registration)
• Brandon Richey: Writing a Blog in Phoenix and Elixir, Part 1 | Part 2: Authorization | Debugging Phoenix with IEx.pry | Testing Validations in Elixir and Ecto | Writing a Blog Engine in Phoenix and Elixir: Part 4, Adding Roles to our Controllers | Errata 1 | Part 5, Adding ExMachina | Part 6, Markdown Support | Part 7, Adding Comments Support | Part 8, Finishing Comments | Part 9, Live Comments | Part 10, Testing Channels | Part 11, Better UI
• Trello clone with Phoenix and React - Ricardo García Vega
• Elixirdose.com Phoenix tutorial: Part 1 | Part 2 | Part 3 | Part 4 | Part 5
• Elixir Cocktails (blog)
• PhoenixFramework.org
• Build and test a blazing fast JSON API with Phoenix, an Elixir framework - Paul Smith
• The Changelog: "Elixir and Phoenix with Chris McCord"
• Basic web app with Phoenix - Michael Eatherly & Phoenix app with authentication - Michael Eatherly
• Elixir Style Guide

ELIXIR - PHOENIX - 1.4

• Keynote: Phoenix - Gauging Progress - Chris McCord

ELIXIR - PHOENIX - 1.3

• Phoenix 1.2.x to 1.3.0 Upgrade Instructions - Chris McCord
• Why changes in Phoenix 1.3 are so important? - Nikita Sobolev

ELIXIR - PHOENIX - AUTHENTICATION

• User Authentication in Phoenix with Guardian & Überauth - Ulan Abdurazakov
• Passwordless login with phoenix - Thiago Borges (July 2016)
• Elixir/Phoenix — Build a simple chat room - Stephan Bakkelund Valois
• Authentication in Phoenix/Elixir app with Ueberauth and Guardian - Ulan Abdurazakov

ELIXIR - PHOENIX - DEPLOYMENT

• Distillery: Phoenix Walkthrough
• Exrm Releases (also applies to Distillery) - PhoenixFramework.org
• Deploying Phoenix Applications with Exrm - Brandon Richey
• Setting Up Phoenix/Elixir With Nginx and LetsEncrypt - Andrew Forward
• Phoenix Flying High: Deploying Phoenix The Final Part
• Using Phoenix With Docker, Part 3: Containerization - Florian Kraft
• One-Click Install Elixir on Ubuntu 14.04 with DigitalOcean
• Deploying Phoenix on Dokku - Henrik Nyh
• Deploying a Phoenix application using ansible-elixir-stack - Johan Wärlander
• Ansible-elixir-stack

ELIXIR - PHOENIX - EXAMPLE APPLICATIONS

• phoenix-trello

ELIXIR - PHOENIX - JSON

• A Phoenix and Elixir REST API - Bill Peregoy: Part 1 | Part 2
• Building and testing a Phoenix JSON API - Paul Smith (Thoughtbot)

ELIXIR - PHOENIX - PERFORMANCE

• Elixir vs Ruby Showdown - Phoenix vs Rails - Chris McCord
• Benchmarking Phoenix vs Rails vs Sinatra vs Express vs Martini - Matthew Rothenberg

ELIXIR - PHOENIX - PHOENIX PRESENCE

• Elm Phoenix.Presence Demo - Josh Adams
• Building a Chat App with Elixir and Phoenix Presence - Steve Grossi
• Ecto 2 and Phoenix Presence with José Valim and Chris McCord (Changelog)

ELIXIR - PHOENIX - PLUGS

• Just Enough Plug to Build a Web server - Ole Michaelis (ElixirConf.EU 2017)
• The Story of Conn in the world of Phoenix - Shankar Devy
• Phoenix: Plug.Conn
• Überauth - Elixir Authentication System for Plug-based Web Applications
• Simple Guardian: Github | Browser login | API authentication | User permissions | Multiple sessions

ELIXIR - PHOENIX - SOCKETS

• Driving Phoenix sockets - Saša Jurić

ELIXIR - PHOENIX - TESTING

• End-to-end Testing in Elixir with Hound - Maciej Woźniak
• Running Your Phoenix Tests Using Docker - Jason Kriss

ELIXIR - PHOENIX - VIDEOS

• Exploring Elixir (Youtube screencasts) - Aaron Seigo
• Phoenix 1.2 and Beyond - Chris McCord (ElixirConfEU 2016)
• Arisen from the Ashes: Phoenix.js and Websockets - Max Beizer
• Working with HTTP/2 in Elixir - Peter Saxton (Elixir.LDN 2017)
• Phoenix Takes Flight - Chris McCord (ElixirConf EU 2015)
• What's Next for Phoenix - Chris McCord (ElixirConf 2015)
• Phoenix: Productive. Reliable. Fast. - Chris McCord (LoneStarRuby 2015)
• Real time web applications with Elixir and Phoenix - Eoin Shanaghy (CorkDev 2015)
• Phoenix: A web framework for the new web - José Valim (PolyConf 2015)
• Elixir, Phoenix and the PEEP Stack - Chris Nelson (Cincy Web Tech Summit)
• Phoenix - A Framework for the Modern Web - Chris McCord
• Live With Elixir & Phoenix (& React)- @mrwade
• Phoenix with Elm - Alan Gardner: Video (ElixirConf 2015) & Blog: Pt 1 | Pt 2 | Pt 3 | Pt 4 | Pt 5 | Pt 6 | Pt 7 | Pt 8 | Pt 9 | Pt 10 | Pt 11
• Phoenix asset handling with brunch - Chris McCord
• Individualized Content at Web-Scale - Michael Schaefermeyer (ElixirConf EU 2015)
• Creating a chat application in 15 minutes with Phoenix - Darko Fabijan (PolyConf 14)
• Rise of The Phoenix: Building an Elixir Web Framework - Chris McCord (ElixirConf 2014)
• Phoenix Book Club - Michael Ries

ELIXIR - PODCASTS

• ElixirTalk
• Elixir Fountain

ELIXIR - PROJECTS

• Learn Elixir: Building a Neural Network from Scratch - Karmen Blake (ElixirDaze 2016)
• Adventures in Robotics with Elixir by Jean-François Cloutier (ElixirDaze 2016)
• Building a non-trivial robotic brain in Elixir - Jean F. Cloutier (Boston Elixir - January 2016) & Robot.ex blog
• ExSamples: Initializes lists of maps, structs or keyword lists using tabular data in Elixir - Marlus Saraiva

ELIXIR - PROTOCOLS

• A Practical Guide to Elixir Protocols - Kevin Rockwood
• Polymorphism With Protocols in Elixir - Ilya Bodrov
• A Practical Guide to Elixir Protocols - Kevin Rockwood (ElixirConfEU 2017)

ELIXIR - RIAK CORE

• Riak Core
• Create a riak_core application in Elixir - GPad: Part 1 | Part 2 | Part 3 | Part 4

ELIXIR - SECURITY

• Awesome Cryptography
• Securing Elixir Applications - Bram Verburg (ElixirConfEU 2016) | slides
• Paladin: JWT-based service to service protector for Elixir umbrella apps

ELIXIR - STREAMS

• Test-Driving a Stream-powered Elixir Library - Thiago Araújo Silva
• How to build Streams in Elixir easily with Stream.resource/3 Awesomeness - Benjamin Tan
• Elixir Stream Patterns - Joseph Kain

ELIXIR - STRINGS

• Elixir string interpolation for the Rubyist (and others) - Henrik Nyh

ELIXIR - TESTING

• Mocks and explicit contracts - José Valim
• Testing function delegation in Elixir without stubbing - Brian Cardarella

ELIXIR - TESTING - HOUND

• Concurrent Feature Tests with Phoenix and Hound - Kevin Rockwood

ELIXIR - TESTING - WALLABY

• Wallaby: Docs | Github
• Integration Testing Phoenix With Wallaby - Jake Worth
• Concurrent Feature Testing with Wallaby by Chris Keathley (ElixirConf 2016) | slides
• Introducing Wallaby – Concurrent Feature Tests for Elixir and Phoenix - Chris Keathley

ELIXIR - TESTING - QUICKCHECK

• QuickCheck for Elixir - Generate Tests Automatically - Thomas Arts (ElixirConf 2015)

ELIXIR - TYPES

• Typespecs - Elixir docs
• Type Specifications and Erlang

ELIXIR - TYPES - TIME

• Michał Muskała: Unix Timestamps in Elixir 1.4 & Unix Timestamps in Elixir

ELIXIR - TYPES - DIALYZER/DIALYXIR

• Dialyxir & Dialyzer
• Dialyzer Optimistic Type Checking for Erlang and Elixir - Jason Voegele: ElixirConf 2016 | λC 2016
• Practical Type Inference Based on Success Typings - Tobias Lindahl & Konstantinos Sagonas

ELIXIR - UMBRELLA PROJECTS

• Umbrella Apps-Winter is coming - Luis Ferreira (Functional Conf 2017)
• Building Umbrella Projects - Wojtek Mach (ElixirConf 2016) & Acme Bank is an example project to explore and experiment with building modular and maintainable Elixir/Phoenix applications

ELIXIR - VIDEOS

• Empex 2017
• ElixirConf 2017
• Erlang & Elixir Factory SF 2017
• Lone Star Elixir 2017
• ElixirDaze: 2017 videos | 2016 videos (Youtube) | 2016 videos (Confreaks)
• Josh Adams working on Firestorm UI
• ElixirConf: 2016 videos | 2015 videos | 2014 videos
• ElixirConf EU: 2017 videos | 2016 videos | 2015 videos
• Elixir.LDN 2016
• Empire City Elixir Conf (EmpEx 2016)
• Elixir videos (Vimeo)
• ElixirConf 2015 videos
  • Keynote: The Pendulum - Bruce Tate
  • Confident Elixir - Lance Halvorsen
• Discovering Processes - Saša Jurić (ElixirConfEU 2016)
• Elixir Adoption at Scale: A Comprehensive Guide - Ben Marx - EFLBA2017
• Elixir Remote Meetup - DailyDrip.com
• Three and a Half Ways Elixir Changed Me (and Other Hyperbole) - Rob Conery (NDC London 2016)
• Elixir Is Neat But What Can You Actually Do With It? - Rob Conery (NDC Oslo 2016)
• Elixir Should Take Over the World - Jessica Kerr (ElixirConf 2015)
• What's Ahead for Elixir? - José Valim (ElixirConfEU 2016) | slides
• Explore Elixir Using Board Game Logic - Torben Hoffmann | source code (Github)
• Building Multiplayer Games with Phoenix and Phaser - Keith Salisbury (ElixirConfEU 2016
• Indy Elixir First (Virtual) Meetup!
• Concurrent and Resilient Connections to Outside the BEAM - Andrea Leopardi (ElixirConfEU 2016) | slides
• What Elixir Is About - José Valim (Erlang User Conference 2015)
• Rewriting a Ruby application in Elixir - Claudio Ortolina (ElixirConf 2015)
• Erlang Factory SF 2015 videos
• Idioms for Building Distributed Fault-tolerant Applications with Elixir - José Valim (goto; conference)
• "Elixir and the Internet of Things" - Doug Rohrer (Strangeloop 2014)
• The Climb Experiencing the Rise of Elixir from the Inside - Bruce Tate & Dave Thomas (Erlang Factory SF 2016)
• Elixir - A modern approach to programming for the Erlang VM - José Valim (old but still informative)

ELIXIR - WEBRTC

• WebRTC and Phoenix, when μ Seconds aren't Fast Enough - Jason Stiebs (ElixirConf 2016) | phoenix_webrtc code
• simple-peer: Simple WebRTC video/voice and data channels

ELM

• An Introduction to Elm - Evan Czaplicki: downloadable ePub/PDF/Mobi | website
• Functional Programming in Elm - Evan Czaplicki
• Elm Tutorial - Sebastian Porto: downloadable ePub/PDF/Mobi | website
• Elm From Scratch - Daniel Bachler
• Learn You an Elm - Miran Lipovača
• Jump starting Your Elm Skills - Murphy Randle (LambdaConf λC 2017): Lecture Part 1 | Lecture Part 2 | Hipstore documentation | Example Hipstore website
• Why Elm? - Matthew Griffith
• Elmseeds - Erik Person & All episodes
• Developer Happiness on the Front End with Elm - Kevin Yank (RailsConf 2017)
• Jessica Kerr: Pure Functional Programming in Elm & Conquering Elm Boilerplate
• Teaching Elm to Beginners - Richard Feldman (Elm Conf 2017)
• Elm in production - Richard Feldman (Devoxx 2017)
• The Life of a File - Evan Czaplicki (Elm Europe 2017)
• Introducing Elm to a JavaScript App - Richard Feldman (GOTO Chicago 2017)
• Tame the Frontend with Elm - Jeremy Fairbank (FluentConf June 2017)
• Elm in Production: Surprises & Pain Points - Kevin Yank (2017)
• Ninety-nine Problems, Solved in Elm - John Crane
• Toward a Better Front End Architecture: Elm - Jeremy Fairbank (Codemash 2017) & Coding Tech
• Elm: A Beginners' Guide to Elm and Data - Luke Westby & Jeff Schomay
• James Kolce: Why Elm? (And How To Get Started With It) | Intro to The Elm Architecture and How to Build our First App | The Structure of an Elm Application
• Elm In Production: 25,000 Lines Later - Christian Charukiewicz
• Beginning Elm - Pawan Poudel
• Putting the Fun in Functional With Elm - Tereza Sokol (ReactEurope 2017)
• Commanding the Elm Architecture - Kyle Kress (Sept 2016)
• Start Using Elm to Build Web Applications - Murphy Randle
• Functional Programming for the Web with Elm - Austin Bingham (ACCU 2017)
• Elm: Delightful Web Development - Amir Barylko
• Exercism.io
• Did You Get The Message?: Commanding the Elm Architecture - Kyle Kress (Develop Denver)
• Scaling Elm Apps - Richard Feldman (Elm Europe 2017)
• Elmbridge Curriculum: PDF | website
• Branching Out with Elm - Dave Fancher (NDC Conferences 2017)
• Avoiding the Nightmare on Elm Street - Thomas Anagrius (GOTO Stockholm 2017)
• Andy Balaam: Elm Basics & Elm makes me happy
• Elm and Web Components - Richard Feldman (React Vienna 2016) & elm-google-maps - Richard Feldman & elm-polymer-calendar - Fred Yankowski
• Elm, putting the fun in functional - Philip Poots (LondonJS 2016)
• Awesome Elm
• Elm-Live (development server)
• Elmcast.io: Elm Toolbox #1: Platform | Elm Toolbox #2: Utilities
• Elm: RunElm.io: JSBin for Elm | Try Elm (online editor) | RunElm.io | Online Elm repl | overview | docs | examples | architecture tutorial | blog | packages | platform | slack | debugger
• Intro to Elm - Richard Feldman (2016)
• Elm for Javascript Developers - Jack Franklin (PolyConf 16)
• How to create a SPA application in Elm 0.18 (from scratch) - Adrián Ribao
• Confident Frontend with Elm - Jack Franklin (Full Stack Fest)
• Intro to Elm - Alan Gardner (2016)
• Elm for the Frontend, Right Now (Updated for Elm 0.18) - Brad Grzesiak
• Understanding the Elm type system - Adam Waselnuk
• Elm and Haskell: Getting off the island. Way off - Amitai Burstein (DrupalCon Vienna 2017)
• Elm: Commands and Subscriptions and Ports. Oh My! - Bill StClair
• Elm Cheat Sheet - Sergey Keller
• Elm Style Guides NoRedInk | Ossi Hanhinen
• Elm FAQ
• elm-by-example.org - Grzegorz Balcerek | code examples
• jsbin-style Glot.io
• Elm by Example: Soup to Nuts - Part 1 - Dorian Karter (Hashrocket)
• create-elm-app: Create Elm apps with zero configuration - Eduard Kyvenko
• London Elm Meetup at Plumbee Games
• Elm or how I learned to love front end development - Marco Perone
• awesome-elm - Ruslan Ismagilov
• Elm in the real world - Ossi Hanhinen
• Elm Friday - Bastian Krol: What Is Elm? | Installing Elm | Hello World | Hello World 2.0 | Functions | Type Annotations | Lists | Imports | Type System Basics: Tuples, Type Aliases and Records | Type System Basics: Union Types and Tagged Unions
• Typed up CRUD SPA with Haskell and Elm - Magnus Rundberget: Part 1: Spike time | Part 2: Persistence up and running | Part 3: Routing
• Real World Elm - Michael Rijnders: Part 1 | Part 2
• Elm Explained - Nik Silver
• Built With Elm
• Elm: In Theory and In Practice - Mark Wunsch, Harry's (FirstMark's Code Driven)

ELM - 0.18

• Upgrading to 0.18
• Tasks in Elm 0.18: Changes for the Better - Bill Peregoy
• The Perfect Bug Report: Debugging With Elm 0.18 - Evan Czaplicki
• Typed up CRUD SPA with Haskell and Elm - Part 6: Elm 0.18 Upgrade - Magnus Rundberget

ELM - 0.17

• Upgrading to 0.17

ELM - ABOUT

• Using Elm in Production at Pivotal Tracker - Jeff Schomay
• 6 Months of Elm in Production - Richard Feldman (Forward University)
• Integrating Elm at Clarity Voice - PragmaticStudio: Part 1 & Part 2
• On Storytelling - Evan Czaplicki (Deconstruct 2017)
• Web is ready for you, Elm - Birowsky
• Growing the Oasis: Elm in Production - Richard Feldman (June 2015)
• What does it mean to use Elm? - Max Goldstein
• Elm-Friendly Functional Programming For The Web - Luke Westby (GOTO 2016)
• Why I think Elm is the Future of Front End Development - Rishi Goomar
• Elm: The Game-Changer - Bastian Krol (RuhrJS 2016)
• Elm: Awesomesauce or just yet another language for the Front-end? - Magnus Rundberget
• Elm Programming Language - Jesse Williamson (FullStack Talks)
• Elm Revisited - Web Platform Podcast
• Move fast and don’t break things. Running a startup on Elm - Nils Eriksson
• Making the Web Functional - Chris McCord & Evan Czaplicki (Erlang Factory 2016)
• Using Elm in the newsroom - Elliot Davies
• NewMountain: A fun first app with Elm | Some thoughts on Elm Development - NewMountain | Let's Build a Productivity Timer App With Elm
• Make the Back-End Team Jealous: Elm in Production - Richard Feldman (StrangeLoop 2015) & Building a Live-Validated Signup Form in Elm
• Shipping a Production Web App in Elm - Richard Feldman: Lambda Jam 2015 & LambdaConf 2015
• Let's be mainstream! User focused design in Elm - Evan Czaplicki (Curry On Prague 2015)
• Accidentally Concurrent - Evan Czaplicki (CodeMesh London 2015)

ELM - BLOGS

• Becoming-Functional (Bill Peregoy)
• Brian Hicks
• Dennis Reimann
• Elm Shorts
• Elm Weekly
• elm-lang.org/blog
• Gizra
• LambdaCat
• NoRedInk
• Magnus Rundberget
• Simon Hampton
• Thoughtbot
• Twitter - elmlang

ELM - CHROME EXTENSIONS

• Writing a Chrome extension with Elm - Cezar Halmagean

ELM - CODE EXAMPLES

• 25 Elm examples - starting from an static view and gradually progressing to an interactive web app with routing - Bryan Jennings
• elm-examples: Practical Elm examples - Eduard Kyvenko
• Elm SPA example - Richard T Feldman
• Phoenix Elm Battleship - Ricardo García Vega
• elm-autocomplete - Greg Ziegan
• Creating a Fun Game with Elm - Andrey Kuzmin & Kolja Wilcke (Curry On 2016)
• Start app - Evan Czaplicki
• How to Create Tetris in Elm - Captain Coder
• Elm in the wild: A Sandwich Delivery Game - Matthias Putz
• API Design Session: elm-autocomplete - Evan Czaplicki
• elm-tutorial-app: example Elm single page application - Sebastian Porto
• Composing Features and Behaviours in the Elm Architecture - Fred Daoud: 0: Intro | 1: Creating a Feature | 2: Connecting Features Together | 3: Multiple Listeners | 4: Composing Features & Summary of Daoud's ideas - LambdaCat
• svgbob: Converts ascii scribbles to svg - Ivan Ceras
• recall-elm - Will Mruzek
• haskell-elm-todo-app - Jens Krause
• elm-slice-show - Andrey Kuzmin
• orbital-game - Joakim Kolsjö
• rocket-elm - Jamon Holmgren
• Exploring Elm with a Typeahead - Aristides Staffieri
• Investments calculator | live example
• Landscape: architecture diagramming - Jessica Kerr
• elm-goban: Play | Github
• capodicis-notes: Chrome extension that allows you to make notes on webpages & mark them as "done" and summarize pages - mcapodici | Writing a Chrome extension with Elm - Cezar Halmagean | chrome-query-params - Oliver Ash
• Richard Feldman's Elm Workshop: 2016 | LambdaConf 2015
• sketch-n-sketch - Ravi Chugh et al.
• take-home: open-source project with every server-side and client-side component written in Elm - NoRedInk | Wiki (with good notes about Elm Native
• elm-flatris - Andrey Kuzmin
• Highcharts.js integration in Elm - San Gillis
• Celestia - John P. Mayer
• Chess - Grzegorz Balcerek
• Connect Four: Jack Franklin | Brad Urani
• Dreamwriter - Richard Feldman
• Using Elm to Create a Fun Game in Just Five Days - Kolja Wilcke & Andrey Kuzmin & Progress recap: Elm Street 404 -
• Elm Checkerboard Tutorial - Hassan Hayat
• Elm-Hedley: Thinking (And Choosing) Elm | App Overview
• Elmtris - Joseph Collard
• Game of Life - Juan Lulkin
• Gravity
• Minesweeper - a brief journey from JavaScript/React to Elm - Magnus Rundberget
• Elm-missile-command
• Elm-snake (game) - Yan Cui & Snake in Elm - Joel Chelliah
• Preselm - Grzegorz Balcerek
• Rolling Random Romans - Joël Quenneville
• Vessel
• Zombie Dice Score Card in Elm - James Hughes | source code
• Sydron: github events visualized - Jessica Kerr

ELM - CODE STRUCTURE

• elm-taco: a simple concept for managing common information in large Elm SPAs - Ossi Hanhinen
• How I Structure Elm Apps - Kris Jenkins

ELM - COURSES (FREE)

• KnowThen.com - James Moore: Elm for Beginners | Elm Beyond the Basics (non-free) | Beyond the Basics source companion
• Elm Koans - Robert J. Looby
• Elm - Ronn Ross & Murphy Randle (EggHead.io)
• Elm Meetup (DailyDrip.com)

ELM - COURSES (NON-FREE)

• (Excellent! I highly recommend!): Mike Clark - Pragmatic Studio: Elm: Building Reactive Web Apps & Elm: Signals, Mailboxes & Ports
• DailyDrip.com - Elm
• Functional Programming in Elm - John Kelly (CodeHS.com)

ELM - CSS & UI

• CSS As Bytecode - Richard Feldman (ReactiveConf 2017)
• Matthew Griffith: Understanding Style - Elm Europe 2017 | style-elements: Create styles that don't mysteriously break! | Introduction to Style Elements for Elm - Matthew D Griffith | elm-style-animation: The style animation library for Elm!
• Bill Peregoy: Test-Driving the Elm Style Elements Library & Responsive Design with Elm Style Elements
• The Design Evolution of elm-css and elm-test - Richard Feldman (Oslo Elm Day 2017)
• elm-css: Define CSS in Elm
• Elm UI - opinionated UI library and application framework for the web in Elm, following the Elm Architecture

ELM - DATA STRUCTURES

• Type Bombs in Elm - Kris Jenkins
• HTML-to-Elm: Interactively generates Elm code from your HTML
• Data Structures in Elm - NoRedInk.com
• Writing Friendly Elm Code - NoRedInk.com
• Maybe Thinking - Josh Clayton
• Elm Maybe - Dealing with null/Nothing - Magnus Rundberget
• Intro to Records in Elm - Wouter In t Velt
• Functional Sets - Brian Hicks: Part 1: Construction | Part 2: Rotation | Part 3: Balancing | Part 4: Membership and Size | Part 5: Folds | Part 6: Union and Remove | Part 7: Filter, Diff, and Intersect | Part 8: Map | Part 9: Wrap-Up

ELM - DATA STRUCTURES - JSON

• Turn a JSON string Into Typed Data in Elm - Murphy Randle
• Bridging Elm and JavaScript with Ports - Josh Clayton
• json-to-elm & JSON2Elm.com
• json-to-elm - Noah Hall
• JSON-to-Elm generator - NoRedInk.com
• Breaking Down Decoders From the Bottom Up - Brian Hicks
• Banish Type Tedium with JSON to Elm - Brian Hicks
• Decoding JSON Structures With Elm - Josh Clayton
• elm-demystify-decoders - Ilias Van Peer
• Debugging JSON - Brian Hicks
• Composing Decoders Like LEGO - Brian Hicks
• Decoding Large JSON Objects: A Summary - Brian Hicks
• Create Custom JSON Decoders in Elm 0.18 - Brian Hicks
• Json.Decode cheatsheet - Yang Wei

ELM - EDITORS

• Ellie (Elm Live Editor)
• HTML to Elm (webpage for inputting HTML and outputting Elm)
• lambdatoast/elm.vim & ElmCast/elm-vim for vim
• jcollard/elm-mode for Emacs (if you're into that kind of kinky stuff)
• elm-format formats Elm source code according to a standard set of rules based on the official Elm Style Guide

ELM - EDITORS - ATOM

• elmjitsu - bag of tricks for developing with Elm (Autocompletion, Go To Definition, Find Usages, Rename Symbol, etc)

ELM - EDITORS - LIGHTTABLE

• elm-light - Elm language plugin for Light Table- Magnus Rundberget & docs
• elm-light demo
• Elm Light Guide: download PDF | online
• LightTable & demo video

ELM - ELM-NATIVE-UI

• Elm Native UI: Writing a React Native app in Elm - Ossi Hanhinen
• elm-native-ui: Building mobile apps with Elm powered by React Native

ELM - HELP

• elm-discuss Google group
• Elm Slack & Freenode
• Elm Slack archive
• elm-dev Google group
• Reddit Elm

ELM - INTERACTING WITH JAVASCRIPT, JSON & HTML

• elm-decode-pipeline
• Example of how to integrate Elm with HTML and JS - Evan Czaplicki
• Interop(erability) & code example
• Decoding JSON With Dynamic Keys - Brian Hicks
• json-server (Get a full fake REST API with zero coding in less than 30 seconds (useful for development)

ELM - LIVE CODING

• Live Coding an Instagram Clone Using Elm - Rudolf Olah (CodeMentor)
• Coding the A* Pathfinding Algorithm - Jamon Holmgren and Chris Krycho

ELM - PACKAGES

• Elm package documentation
• Elm search (by function name or approximate type signature)
• Elm devtool: attempt to use Elm's (time-traveling) debugger on Chrome DevTools
• create-elm-app: Create Elm apps with zero configuration
• elm-vega: Elm-Vega/Lite integration for functional declarative visualization & vega-lite & Vega
• Kanelm - Kanban board
• elm-verify-examples (doctests)
• Elmalytics: view the Elm package and project ecosystem at a high level
• Trending packages on Github
• Elm package repository
• A Form Validation Library for Elm: My First Published Library for Elm - Bill Peregoy
• elm-audio
• elm-core
• elm-graphql
• elm-html
• elm-http
• elm-make
• elm-new: Generates a project scaffolding for rapid prototyping of Elm apps - Simone Vittori
• elm-lang/navigation - SPA routing / managing browser navigation
• elm-plot & examples
• elm-router - Hassan Hayat
• elm-route-hash - Ryan Rempel
• elm-tutorial-app - Sebastian Porto
• elm-undo-redo - Hassan Hayat
• elm-web-api - Ryan Rempel
• generator-elmlang (for Yeoman) - Gizra
• react-elm-components: Write React components in Elm - Evan Czaplicki
• tasksched - An opinionated Taskwarrior web UI. Great for scheduling when to do your tasks - Kamila Součková
• WebGL

ELM - PHOENIX & ELM

• Phoenix & Elm landing page (pt.1) - Ricardo García Vega & Part 2
• firestorm: open-source forum engine with Elixir+Phoenix backend and Elm frontend - Josh Adams
• phoenix-elm-scaffold - Andrew MacMurray
• Bill Peregoy: Integrating Phoenix and Elm Part 1 & Part 2 & elm-divide Github repo
• Phoenix and Elm, a real use case - Ricardo García Vega: Part 1: Introduction to creating a SPA with Phoenix and Elm | Part 2: Rendering the initial contact list | Part 3: Adding full text search and pagination navigation to the contact list | Part 4: Better state with union types, search resetting and keyed notes | Part 5: Implementing Elm routing | Part 6: Phoenix and Elm communication through WebSockets
• Creating a Chatroom Using Phoenix, Elm, and Websockets - Jeremy Bellows (Oct 2016)
• Connecting Elm with Phoenix using Channels - Simon Hampton

ELM - PODCASTS

• Elm Town Podcasts
• JS to Elm - John Otander
• Elm and Functional Programming with Evan Czaplicki and Richard Feldman (Changelog)
• Elm and Functional Programming with Richard Feldman (Changelog)
• Elm with Richard Feldman and Evan Czaplicki (Ruby Rogues)
• Elm with Evan Czaplicki and Richard Feldman (Javascript Jabber)
• Elm with Evan Czaplicki (MostlyErlang)

ELM - PORTS

• Ports in Elm - Daniel Bachler
• elm-colors: Phoenix + Elm + Webpack + Heroku Example App - Joshua Clayton & live code example

ELM - SERVER-SIDE

• servelm

ELM - SIGNALS (REMOVED IN 0.17)

• Elm Flux: Visualization of Elm Signals - Yang Wei
• A Step-to-step Guide to Elm Signals - Yang Wei
• Signals in Elm - Daniel Bachler

ELM - SPA

• Building a Single-Page App with Elm - Dave Thomas
• More on SPA navigation in Elm - Wouter In t Velt

ELM - TASKS & EFFECTS

• Tasks and Effects in Elm - Daniel Bachler

ELM - VIDEOS

• ElmConf: 2017 | 2016
• Oslo Elm Day 2017
• Elm and React in production - Richard Feldman (ReactiveConf 2016)
• Elm Europe 2017
• ElmConf 2016
  • Making Impossible States Impossible - Richard Feldman
  • Beyond Hello World and Todo Lists - Ossi Hanhinen
  • Code Is the Easy Part - Evan Czaplicki
  • Rolling Random Romans - Joël Quenneville
  • Building an Interactive Storytelling Framework in Elm - Jeff Schomay & API Design Session - Elm Narrative Engine with Jeff Schomay & Evan Czaplicki
  • The Clockwork Gardener: Growing an Elm App With Templates - Jessica Kerr
  • 0-60 in 15 Minutes: Building a Real-time App with Elm and Horizon - Abadi Kurniawaan
  • Q&A Panel
• Elm Meetup Videos (recorded/hosted by Josh Adams' DailyDrip.com)
• Exploring Elm Lang - Jack Franklin (JSCamp Romania 2016)
• Building a Graphical IDE in Elm - Claudia Doppioslash & ElixirConf.EU 2017
• Adventures in Elm - Jessica Kerr (GOTO 2016)
• Intro to Elm - Claudia Doppioslash
• Code Therapy - Danny O'Brien
• ElmLive (video tutorial series) - Aaron VonderHaar: Lights Out, Pt 1 | Lights Out, Pt 2 | Lights Out (Code) | Drag'N'Drop, Pt 1 | Drag'N'Drop, Pt 2 | Drag'N'Drop, Pt 3 | Drag'N'Drop, Pt 4 | #BlackLivesMatter, Pt 1 | #BlackLivesMatter, Pt 2 | AWS Cognito - Pt 1 | AWS Cognito - Pt 2 | Mandelbrot Magic, Pt 1 | Mandelbrot Magic, Pt 2
• Elm live coding sessions - Greg Ziegan
• Elm Solitaire game #1 - Martin Janiczek
• Elm: Frontend with Guarantees - Amitai Burstein
• Writing A Full Site in Phoenix and Elm - Brandon Richey: Part 1 | Part 2: Making HTTP Calls From Elm | Part 3: Navigation From the Ground Up
• Climbing into Elm - Murphy Randle (Utah Javascript Meetup 2014)
• How to Think Elm - Amitai Burstein (Gizra)
• Skillscasts
• Elm Remote Meetup #2 - Luke Westby & Josh Adams | slides | code
• What to do with your new Elm install - Claudia Doppioslash
• My adventure with Elm - Yan Cui (New Developers Conference 2015)
• Elm on the Functional Frontier - Richard Feldman
• Elm Is Coming - Kris Jenkins
• Composing Styles in Elm (Beginners) - Devan Stormont
• Building a Game in Elm - Brad Urani: 1a | 1b | 2 | 3
• Developing Games in Elm - Laurence Roberts: Functional Programming | Signals
• Learning FP the hard way: Experiences on the Elm language - Ossi Hanhinen
• Elm: Functional, Reactive, for the Web - Grzegorz Balcerek (LambdaDays 2015)
• Elm Tutorial (5 talks) - Goran Milovanovic
• N Languages in N Months: Functional Fall: Elm - John Mayer (Hakka Labs)
• Functional programming for the Web: Elm (Kris Jenkins), Haskell (Christian Takle), Clojurescript (Sonny To)
• Road to Elm - LamdaCat: Index | Currying, The Unknown | Lists, Arrays, Sets, and Dictionaries | Records & Tuples | Destructuring
• Richard Feldman - Twitch.TV
• Functional reactive programming in Elm - Sergei Winitzki & slides (PDF)
• Elm - Evan Czaplicki
• Phoenix with Elm - Alan Gardner: Video (ElixirConf 2015) | Blog Pt 1 | Blog Pt 2 | Blog Pt 3 | Blog Pt 4 | Blog Pt 5 | Blog Pt 6 | Blog Pt 7 | Blog Pt 8 | Blog Pt 9 | Blog Pt 10 | Blog Pt 11 | Blog Pt 12 | Blog Pt 13
• Effects As Data - Richard Feldman (Reactive 2015)
• Introduction to Functional Reactive Programming with Elm - Isaac Shapira
• Elm architecture tutorial - Evan Czaplicki
• Geocoding With Elm and ArcGIS - Kris Jenkins: Part 1 | Part 2 | Part 3
• Brandon Richey: Getting Started with Elm | Understanding Elm: Signals, Mailboxes, Addresses, and Actions | Applying Signals and Actions to our App | Setting Up Elm With Phoenix
• Dennis Reimann: Elm Modules and Imports | Functions
• elm-d3: Front-end Development Without Frameworks (C◦mp◦se :: Conference 2015)
• Building Web Apps in Elm - Jivago Alves (PolyConf 2015)
• How to Create Tetris in Elm - Captain Coder: All videos | 1: Basics | 2: Block | 3: Tetromino | 4: Rotate | 5: Shift | 6: Input & Signals | 7: State & foldp | 8: Tick and merge | 9: More Ticking | 10: Board | 11: Clearing Lines | 12: Board Rules | 13: Kick It! | 14: Random Values | 15: Stateful Bag
• Intro to the Elm Programming Language - Ryan Levick (Strange Group Meetup 2014)
• Functional Reactive UIs with Elm - Shashi Gowda (Agile India 2014) & Slides & FunctionalConf 2014
• Elm Style Guide - NoRedInk
• Functional Reactive Programming in Elm - Evan Czaplicki (Philly ETE 2014)
• Martin Janiczek: Programming Projector in Elm - Routing, history 1/2

ELM - WEBSOCKETS

• Elm Websockets examples

EMACS

• Emacs Reference Card
• Emacs Manual: PDF | HTML - 1 page | HTML - page-per-node | compressed Postscript

EMACS - EMACS LISP

• Emacs Lisp Guide - Chris Done
• Intro to Programming in Emacs Lisp - Robert J. Chassell

EMACS - MAGIT

• Magit User Manual: PDF
• Magit-Popup User Manual - Jonas Bernoulli: main page | PDF
• Visual Walk-through with screenshots
• Screencasts
• Magit: Git in Emacs - Jason Milkins (Grumpy Gits SG)
• Youtube screencasts
• Wiki
• Forum
• Cheatsheet
• Magit Reference Card

ERLANG

• Functional Programming in Erlang - Simon Thompson (University of Kent (UK))
• Spawned Shelter: collection of the best articles, videos and books for learning Erlang, the internals of its VM and other languages that run on top of it
• Learn You Some Erlang for Great Good! - Fred Hebert
• Erlang in Anger - Fred Hebert
• Spawned Shelter: Collection of articles, videos & books for learning Erlang
• Erlang Quick Reference Card v1.0, 2011-11-13, Pawel Stolowsk
• Awesome Erlang - Curated list of libraries, resources & more - David Robakowski
• Erlang Koans - Patrick Gombert
• Why We Chose Erlang over Java, Scala, Go, C - Colin Hemmings (QCon 2017)
• Solving the Stable Marriage problem with Erlang
• Erlang - TutorialsPoint
• Thinking in a Highly Concurrent, Mostly-functional Language - Francesco Cesarini (ElixirConf 2014)
• Advanced-Erlang.com
• ErlangCentral Wiki
• MostlyErlang.com
• Erlang: the Power of Functional Programming - Simon Thompson (EFLBA2017)

ERLANG - BEAM

• The Erlang Runtime System (a.k.a., The BEAM Book): Github (source) & PDF
• Hitchhiker's Tour of the BEAM - Robert Virding
• BEAM Wisdoms: collection of easy to read (ELI5) articles as well as in-depth knowledge such as VM internals, memory layout, opcodes
• Erlang Garbage Collector - Lukas Larsson
• The Erlang VM or How I Stopped Worrying & Started Loving Parallel Programming - E.Stenman (GOTO 2013)

ERLANG - BLOGS

• Erlang Solutions
• This Week in Erlang - Sasan Gootik

ERLANG - DEPLOYMENT

ERLANG - DEPLOYMENT - AWS

• erlcloud: AWS APIs library for Erlang (Amazon EC2, S3, SQS, DDB, ELB and etc)

ERLANG - DISTRIBUTION

• Scaling Distributed Erlang - Zandra Norman (ElixirConfEu 2016)

ERLANG - DOCUMENTATION

• Erlang/OTP System Documentation: PDF (includes all the following):
  • Installation Guide: HTML
  • System Principles: HTML
  • Embedded System: HTML
  • Getting Started With Erlang User's Guide: HTML
  • Erlang Reference Manual User's Guide: HTML
  • Programming Examples: HTML
  • Efficiency Guide: HTML
  • Interoperability Tutorial: HTML
  • OTP Design Principles User's Guide: HTML
  • Operation & Management (OAM) Principles: HTML
• Applications:
  • Crypto: HTML & PDF
  • Dialyzer: HTML & PDF
  • Diameter: HTML & PDF
  • Erlang Run-Time System App (ERTS): HTML & PDF
  • Inets: HTML & PDF
  • Kernel: HTML & PDF
  • Mnesia: HTML & PDF
  • Observer: HTML & PDF
  • ODBC: HTML & PDF
  • OS Mon: HTML & PDF
  • ParseTools: HTML & PDF
  • RelTool: HTML & PDF
  • RuntimeTools: HTML & PDF
  • SASL (System Architecture Support Libraries): HTML & PDF
  • SSL: HTML & PDF
  • Std Lib User's Guide: HTML & PDF
  • Std Lib Reference Manual: HTML & PDF (I can't find the PDF for this)
  • Tools: HTML & PDF
  • Wx: HTML & PDF
  • Xmerl: HTML & PDF
  • More docs
  • More modules
  • More library docs
• Erlang/OTP 20.0
• An Erlang Course
• Erlang.org docs | erlang-questions (Google group)
• ErlDocs.com
• Getting Started with Erlang User's Guide - Ericsson
• System Principles User's Guide - Ericsson
• Erlang Reference Manual User's Guide - Ericsson
• Programming Rules and Conventions
• Time in Elixir

ERLANG - EXAMPLES

• Vegur: HTTP Proxy Library - Heroku & Heroku Proxying becomes Free Software

ERLANG - HISTORY

• Erlang: The Movie
• Erlang: The Movie II: The Sequel

ERLANG - MONITORING & PERFORMANCE

• Erlang Performance Lab (developer tool, not production monitoring): website | Youtube | Github | Twitter
• Erlang Performance Lab - Michal Slaski (Erlang & Elixir Factory SF 2017)

ERLANG - OTP

• Essential Erlang/OTP - Garrett Smith
• OTP Has Done It - Nick DeMonner (ElixirConf 2015)
• The Pooler Story: How I Learned OTP by Writing a Connection Pool - Seth Falcon (Erlang Factory SF 2013)
• The Zen of Erlang - Fred Hebert (Reactive Summit 2016)
• Intro to OTP in Elixir - Jesse J. Anderson (Full Stack Talks 2016)
• Erlang Micro-Services with all the Buzzwords - Chad Gibbons (Erlang Users Conference 17
• OTP in Elixir: Part 1 - Christian Di Lorenzo (Triangle |> Elixir)
• Erlang Design Principles
• [A Peek Inside Erlang's OTP - Steve Vinoski(https://www.youtube.com/watch?v=PkHZPTn1brc)]
• It's About the Guarantees - Fred Hébert

ERLANG - PACKAGES

ERLANG - PACKAGES - POOLBOY

• Poolboy - Worker pool factory
• Managing processes with Poolboy in Elixir - Akash Manohar
• Elixir Poolboy Example - TheStoneFox

ERLANG - PERFORMANCE

• Comparison of Erlang Runtime System and Java Virtual Machine - Tõnis Pool
• Faults, Scaling, and Erlang concurrency - Joe Armstrong (Stanford University seminar 2014)

ERLANG - VIDEOS

• Intro to Erlang - Philip Clarke
• Erlang Express - Simon Thompson: 1: Basic Erlang I | 2: Basic Erlang II | 3: Sequential Erlang
• Writing Quality Code in Erlang - Garrett Smith (2014)
• Erlang User Conf 2016
• Functional Programming with Erlang
• Erlang Master Class (University of Kent): Class 1: Functional Programming | Class 2: Concurrent Programming | Class 3: OTP Behaviours & Releases
• Erlang videos (InfoQ)
• ErlangSolutions Youtube videos
• Erlang videos (Vimeo)
• Concurrency + Distribution = Scalability + Availability, a Journey architecting Erlang Systems - Francesco Cesarini (NDC London 2016)
• Introduction to Erlang - Steven Proctor (LambdaConf 2015)
• Faults, Scaling, and Erlang Concurrency - Joe Armstrong (Stanford Seminar)
• That's "Billion" With a "B": Scaling to the Next Level at WhatsApp - Rick Reed (Erlang Factory SF 2014)
• Scaling Distributed Erlang - Zandra Norman (ElixirConfEU 2016) | slides
• Rackspace interviews Erlang creators Joe Armstrong and Robert Virding
• Erlang Master Classes
• Erlang Factory SF 2015 videos
• An Introduction to Erlang (for Python programmers) - Paul Barry
• Intro to Distributed Erlang - Bryan Hunter

EMERGING TECHNOLOGIES

• ThoughtWorks Technology Radar

EVENT SOURCING, CQRS, DDD, & MICROSERVICES

• How Events Are Reshaping Modern Systems - Jonas Bonér (Devoxx Belgium 2017)
• Rethinking Microservices with Stateful Streams - Ben Stopford (Devoxx Poland 2017)
• Building a Microservices Ecosystem with Kafka Streams and KSQL - Ben Stopford
• Event Sourcing, Distributed Systems & CQRS - Sebastian Daschner & scalable-coffee-shop (event-driven example app in Java)
• How to build an event driven, dynamically re configurable micro services platform - Sven Beauprez (Devoxx Belgium 2017)
• Exploring CQRS and Event Sourcing - Microsoft Developer Network
• Introduction to CQRS and Event Sourcing Patterns - Mathew McLoughlin (NDC Conference 2017) & example code
• Scaling Event Sourcing for Netflix Downloads - Karen Casella, et al.: Part 1 | Episode 2
• Effective Microservices in a Data-Centric World - Randy Shoup (GOTO Chicago 2017)
• Domain-Driven Design Quickly - Abel Avram and with Floyd Marinescu (free book from InfoQ)
• Developing Transactional Microservices Using Aggregates, Event Sourcing and CQRS - Chris Richardson: Part 1 & Part 2
• Events Are Not Just for Notifications - Greg Young (QCon 2011)
• Event Sourcing and CQRS from the Trenches - Sidney Shek (YOW! Lambda Jam 2016)
• Reactive Microservices Architecture (Jonas Bonér) (free book from O'Reilly)
• The evolution of scalable microservices - Jonas Bonér
• The Many Meanings of Event-Driven Architecture - Martin Fowler (GOTO Chicago 2017)
• CQRS and an Event Sourcing Architecture With Spring - Eugen Paraschiv (VoxxedDays Bucharest 2016)
• Migrating to Microservice Databases: From Relational Monolith to Distributed Data - Edson Yanaga (free book from O'Reilly)
• The Evolution of Microservices - Adrian Cockcroft (Association for Computing Machinery (ACM) 2016)
• Principles Of Microservices - Sam Newman (Devoxx US 2015)
• DDD-CQRS-ES Slack group
• DDD/CQRS/Event Sourcing/Whatever Google group
• InfoQ: Microservices resources | CQRS resources | Reactive programming resources | Streaming resources | Container resources
• Steve Yegge's Google Platforms Rant
• CQRS & Event Sourcing blog - Daniel Whittaker
• When, Why, and How to CQRS - Sebastian Daschner (2017)
• The 6 Rules for Modernizing Your Legacy Java Monolith with Microservices - Kevin Webber (Lightbend)
• The Seven (More) Deadly Sins of Microservices - Daniel Bryant (GOTO Chicago 2017)
• Commander: Better Distributed Applications through CQRS and Event Sourcing - Bobby Calderwood & code
• Domain-Driven Design for the Database Driven Mind - Julie Lerman (2015)
• Built to last: A domain-driven approach to beautiful systems - Andrew Hao
• Implementing an Event-Driven Microservices Architecture: A Case Study of Jet.com - Nikhil Barthwal (LambdaDays 2017)
• Conflict Resolution for Eventual Consistency - Martin Kleppmann (GOTO 2016)
• Microservices and the Inverse Conway Manoeuvre - James Lewis (NDC {London} 2017)
• Intro to CQRS and Event Sourcing Patterns - Mathew McLoughlin
• Intro to CQRS - Event Sourcing, Distributed Systems, & CQRS - Sebastian Daschner
• A Decade of DDD, CQRS, Event Sourcing - Greg Young (Domain-Driven Design Europe)
• What if we stored events instead of state? - Jef Claes
• Building Microservices with Event Sourcing and CQRS - Michael Ploed
• Microservices Resource Guidei - Martin Fowler
• Event Store and Web Applications - Greg Young
• Event Sourcing is actually just functional code - Greg Young
• Event Sourcing and Stream Processing at Scale - Martin Kleppmann
• Event Sourcing & Functional Programming: a pair made in heaven - Paul Szulc (Devoxx Poland 2015)
• Developing Functional Domain Models with Event Sourcing - Chris Richardson (Scala By The Bay 2015)
• DDD & REST - Domain Driven APIs for the web - Oliver Gierke (SpringOne Platform 2016)
• Developing Microservices With Aggregates - Chris Richardson: (SpringOne Platform 2016) & (Devox US 2017) & slides (SpringOne Platform 2016 & slides (DevNexus 2017) & slides (Munich Microservices Meetup 2015)
• CQRS/DDD by Greg Young (Professional.NET 2011)
• Event Sourcing - Martin Fowler
• Patterns and practices for real-world event-driven microservices - Rachel Reese (NDC Conferences 2016) (middle section is long digression on F#)
• Event Sourcing - Bryan Reinero (GoRuCo 2015)
• Introduction to Event Sourcing - Duncan Jones, HedgeFacts
• Develop faster with an open source microservices platform - James Strachan (Devoxx 2016)
• Polyglot Data - Greg Young (GOTO Conference 2014)
• CQRS and Event Sourcing - Greg Young (Code on the Beach 2014)
• Querying Event Streams - Greg Young (React 2014)
• CQRS Class - Greg Young
• Building and Deploying Microservices with Event Sourcing, CQRS and Docker - Chris Richardson
• Microservices Evolution: How to break your monolithic database - Edson Yanaga (Devoxx Belgium)
• Powering Microservices with Docker, Kubernetes, Kafka and MongoDB - Andrew Morgan (MongoDB Europe 2016)
• Event Sourcing and CQRS - Joe McBride
• How to Write Applications Using Event Souring and CQRS: X Crash Course - X-Team
• Event Sourcing and CQRS From the Trenches - Sidney Shek (YOW! Lambda Jam 2016)
• Immutability Changes Everything - Pat Helland
• CQRS with Elixir and Phoenix - Jean-François Cloutier
• Functional and Reactive Event Sourced Applications - Renato Cavalcanti ({codemotion Amsterdam 2016})
• Panel: "DDD/CQRS/ES" (wroc_love.rb 2015)
• Konrad Garus: Intro to Event Sourcing and Command-Query Responsibility Segregation | Achieving Consistency in CQRS with Linear Event Store | Writing an Event-Sourced CQRS Read Model | Persistence in CQRS Read Models
• Advanced Topics in Event Sourcing / CQRS / DDD - Sebastian Harko

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - BOOKS (NON-FREE)

• Patterns, Principles, and Practices of Domain-Driven Design - Scott Millett & Nick Tune
• Streaming Data - Andrew G. Psaltis
• Event Streams in Action - Alexander Dean
• Functional and Reactive Domain Modeling - Debasish Ghosh
• Kafka Streams in Action - William P. Bejeck, Jr.
• Microservice Patterns - Chris Richardson
• Reactive Design Patterns - Roland Kuhn with Brian Hanafee and Jamie Allen
• Versioning in an Event Sourced System - Gregory Young

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - DOMAIN-DRIVEN DESIGN

• Explore DDD Conference 2017
• Domain Driven Design and Onion Architecture in Scala - Wade Waldron (Scala Days 2016)
• Tackling Complexity in the Heart of Software - Eric Evans (Explore DDD Conference 2017)
• Domain Modeling Made Functional - Scott Wlaschin (NDC {Sydney} 2017) & NDC {Oslo}
• DDD & Microservices: At Last, Some Boundaries! - Eric Evans (GOTO 2015)
• Modeling With Aggregates - Pieter Koornhof
• Domain-Driven Design Europe 2017
• Domain-Driven Design Europe 2016
• Functional Patterns in Domain Modeling — Debasish Ghosh (Scala World)
• Domain Driven Design: The Good Parts - Jimmy Bogard {NDC Sydney 2016}
• Event Storming - Alberto Brandolini (wroc_love.rb 2015)
• How To Distill The Core Domain From Your Legacy App (Live Coding) - Thomas Pierrain & Bruno Boucard (Explore DDD 2017)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA

• kafka.apache.org
  • Intro
  • Quickstart
  • Use Cases
  • Documentation
  • Performance
  • Powered By
  • Papers & Presentations
  • Wiki
  • Ecosystem
• Thorough Introduction to Apache Kafka™ - Stanislav Kozlovski
• Publishing with Apache Kafka at The New York Times - Boerge Svingen (Confluent)
• Kafka Summit NYC 2017 videos & slides
• Ben Stopford (Confluent): The Data Dichotomy- Rethinking the Way We Treat Data and Services | Building Event-Driven Services with Apache Kafka | Putting the Micro into Microservices with Stateful Stream Processing
• Build Services on a Backbone of Events - Ben Stopford
• Distributed Commit Log: Application Techniques for Transaction Processing - David McNeil
• Distributed Commit Logs with Apache Kafka - James Ward (Devoxx Belgium 2016)
• Confluent.io: Blog | Resources
• Exactly-Once Semantics in Kafka: Listen up, I will only say this once! - Jason Gustafson
• When Microservices Meet Event Sourcing - Vinicius Gomes (O'Reilly Software Architecture Conference NYC 2017)
• Apache Kafka and the Next 700 Stream Processing Systems - Jay Kreps
• Reducing Microservice Complexity with Kafka and Reactive Streams - Jim Riecken (Scala Days New York 2016)
• Stream All Things - Patterns of Modern Data Integration - Gwen Shapira (GOTO Chicago 2017)
• A practical introduction to event sourcing and CQRS - Robert Lemke (Neos CMS 2017) (discusses Neos Flow for PHP)
• How to Build and Deploy Scalable Machine Learning in Production with Apache Kafka - Kai Waehner
• Standing on the Distributed Shoulders of Giants - Pat Helland (Kafka Summit 2017)
• fast-data-dev: Kafka Docker for development. Kafka, Zookeeper, Schema Registry, Kafka-Connect, Landoop Tools, 20+ connectors - Landoop
• Understanding Kafka with Legos - Jesse Anderson
• Using Apache Kafka as a Scalable, Event-Driven Backbone for Service Architectures - Ben Stopford
• Apache Kafka and the Rise of Stream Processing - Guozhang Wang
• Developing Real-Time Data Pipelines with Apache Kafka - Joe Stein
• Reactive Kafka - Rajini Sivaram (SpringOne Platform 2016)
• Introduction to Apache Kafka - James Ward (DevoxxUS 2017)
• Processing Streaming Data at a Large Scale with Kafka - Thijs Cadier (RailsConf 2017)
• Event sourcing in practise - lessons learned - Jfokus 2017
• Intro to Apache Kafka and Real-Time ETL for DBAs - Gwen Shapira and Jignesh Shah

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - BLOGS

• Confluent blog

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - DELETING DATA

• Handling GDPR: How to make Kafka Forget - Ben Stopford
• Delete Arbitrary Messages from a Kafka - Ben Stopford

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - KAFKA STREAMS

• Apache Kafka Streams API - Tim Berglund (Confluent): 1. Intro to Streams | 2. Creating a Streams Application | 3. Transforming Data, Part I | 4. Transforming Data II
• Kafka Streams documentation
• Kafka’s Streams API for Highly Scalable Machine Learning & Deep Learning in Real Time - Kai Waehner (Confluent)
• Ranking Websites in Real-time with Apache Kafka’s Streams API - Hunter Kelly
• How to use Apache Kafka to transform a batch pipeline into a real-time one - Stéphane Maarek
• Rethinking Stream Processing with Apache Kafka - Michael Noll (Berlin Buzzwords 2017)
• Introducing Kafka Streams the New Stream Processing Library of Apache Kafka
• ETL Is Dead, Long Live Streams: real-time streams w/ Apache Kafka - Neha Narkhede
• Unifying Stream Processing and Interactive Queries in Apache Kafka - Eno Thereska
• Crossing the Streams: Joins in Apache Kafka - Florian Troßbach & Matthias J Sax
• Interactive Queries in Apache Kafka Streams - Florian Troßbach
• Apache Samza: Distributed stream processing framework
• Real-time Financial Alerts at Rabobank with Apache Kafka’s Streams API - Jeroen van Disseldorp
• Pinot: Realtime distributed OLAP datastore (LinkedIn)
• Streaming Data Pipelines with Brooklin - Samarth Shetty, LinkedIn (5/24/17)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - KAFKA STREAMS - KSQL

• Introducing KSQL: Open Source Streaming SQL for Apache Kafka - Neha Narkhede
• KSQL: A Streaming SQL Engine for Apache Kafka - Tim Berglund

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - SECURITY

• Apache Kafka Security: SSL, Kerberos & Authorization - Sriharsha Chintalapani & Parth Brahmbhatt (2016 Hadoop Summit San Jose)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - PRODUCTIONIZING

• Disaster Recovery for Multi-Datacenter Apache Kafka Deployments - Yeva Byzek
• Things We Wish We Knew Before Operationalising Kafka - Sreekanth Ramakrishnan (BigData.SG & Hadoop.SG)
• Tuning Kafka for low latency guaranteed messaging -- Jiangjie (Becket) Qin (LinkedIn), 6/15/16
• Running Kafka in Production: lessons learned - Ivan Dyachkov (Klarna the KonferenSE 2016)
• Scaling Slack’s Job Queue - Saroj Yadav, et al. (Slack)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - KAFKA - LOG PERSISTENCE

• Secor: Service implementing Kafka log persistence
• Bifrost: Safely archive data from Apache Kafka to S3 with no Hadoop dependencies

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - PROCESS MANAGERS & SAGAS

• Distributed Sagas: A Protocol for Coordinating Microservices - Caitie McAffrey: (.NET Fringe 2017) | On the Beach 2017 (Malaga, Spain)
• A Saga on Sagas - Microsoft Developer Network
• If (domain logic) then CQRS, or Saga? - Udi Dahan (Domain-Driven Design Europe 2017)
• Using sagas to maintain data consistency in a microservice architecture - Chris Richardson (DevoxxUK 2017)
• Applying the Saga Pattern - Caitie McCaffrey (GOTO 2015)
• Failing (and recovering) asynchronously: a saga - Daniel Solano Gómez
• Long Running Processes with Event Sourcing and CQRS - Andriy Drozdyuk
• Microservices + Events + Docker = A Perfect Trio - Chris Richardson
• The Saga Pattern - Robert Pankowecki (wroc_love.rb 2016)
• Commands, Queries and Consistency - Udi Dahan (Norwegian Developers Conference (NDC) 2012)
• Distributed Sagas: A Protocol for Coordinating Microservices - Caitie McCaffrey
• If (domain logic) then CQRS, or Saga? - Udi Dahan (Domain-Driven Design Europe 2017)
• Sagas (the original paper) - Hector Garcia-Molina & Kenneth Salem (1987)
• We Hear You Like Papers: Eventual Consistency - Caitie McCaffrey

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - PROCESS MANAGERS & SAGAS - IMPLEMENTATIONS

• Gisla: library that implements the sagas pattern for Erlang (Mark Allen)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - PRODUCTS/SERVICES

• Eventuate.io \ Github
• GetEventStore.com

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - SCHEMAS

• Yes, Virginia, You Really Do Need a Schema Registry - Gwen Shapira (Confluent)
• The Elephant in the Room - Greg Young (DDD eXchange 2017)
• The Dark Side of Event Sourcing: Managing Data Conversion - Michiel Overeem, Marten Spoor, and Slinger Jansen

EVENT SOURCING, CQRS, DDD, & MICROSERVICES - STORIES

• DevOps @ Amazon: Microservices, 2 Pizza Teams, & 50 Million Deploys a Year - Chris Munns (Canadian Executive Cloud & DevOps Summit 2016) & slides
• Microservices at Netflix Scale: Principles, Tradeoffs & Lessons Learned - R. Meshenberg (GOTO Amsterdam 2016)
• Enabling Microservices @ Orbitz by Steve Hoffman (DevOpsDays Chicago 2015)
• What I Wish I Had Known Before Scaling Uber to 1000 Services - Matt Ranney (GOTO Conf)
• Mastering Chaos - A Netflix Guide to Microservices - Josh Evans
• Microservices @ Spotify - Kevin Goldsmith
• Messaging and Microservices - Clemens Vasters (GOTO Amsterdam 2016)
• From Monolith to Microservices at Zalando - Rodrigue Schaefer (GOTO Stockholm 2016)
• The Microservices Journey from a Startup Perspective - Susanne Kaiser (GOTO Berlin 2016)
• The Frontend Taboo: a Story of Full Stack Microservices - Luis Mineiro & Moritz Grauel (GOTO Berlin 2016)
• DDD & Microservices: At Last, Some Boundaries! - Eric Evans (GOTO Berlin 2015)

EXERCISE

• 50 Bodyweight Exercises You Can Do Anywhere - Laura Schwecherl
• 10-minute home toning workout - NHS.uk
• Slide show: Exercises to improve your core strength - Mayo Clinic
• Top 25 At-Home Exercises - AceFitness.org

FINANCE

• Intro to Computational Finance and Financial Econometrics - Eric Zivot (University of Washington)
• Topics in Mathematics With Applications in Finance (MIT)

FONTS & TYPOGRAPHY

• Awesome Font and Typography Resources for Web Designers - Steven Snell

FUNCTIONAL PROGRAMMING

• Plain Functional Programming - Martin Odersky (Devoxx Belgium 2017)
• An introduction to functional programming - Mary Rose Cook
• What Is Functional Programming? - Kris Jenkins
• Functional Programming Patterns for Mere Mortals - Daniel Chambers (NDC {Sydney} 2017)
• How to Get Started With Functional Programming - Julia Gao (StrangeLoop 2016)
• What does it mean when code is “easy to reason about”? - Preethi Kasireddy
• Why Programmers Need Limits - Charles Scalfani
• So You Want to be a Functional Programmer - Charles Scalfani: Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6
• Awesome Functional Programming [Links]- Denis Stoyanov
• Functional Programming and Functional Thinking - Tony Morris
• Point-Free or Die - Tacit Programming in Haskell and Beyond - Amar Shah
• Designing with Capabilities - Scott Wlaschin
• Thirteen ways of looking at a Turtle - Scott Wlaschin (NDC {London} 2017)
• Selfish Purity: How Functional Programming Makes Every-Day Jobs Easier - Daniel Spiewak (Jfokus 2015)
• What is functional programming? - Kris Jenkins
• Why Bother With FP? - Tomek Borek (Lambda Days 2015)
• Currying vs Partial Application - Dave Atchley
• An Invitation to Functional Programming - Rúnar Bjarnason (Lambda Days 2015)
• Functional Programming from First Principles - Erik Meijer (goto; conference)
• Why I Like Functional Programming - Adelbert Chang (LambdaConf 2015)
• Modeling your domain - Norbert Wojtowicz (Lambda Days 2016)
• Functional Design Patterns - Scott Wlaschin
• Functional programming design patterns - Scott Wlaschin (New Developers Conference London 2014
• F# for Fun and Profit: "I hope to open your mind to the joys of functional programming" - Scott Wlaschin
• Changing the Unchangeable: The Hows and Whys of Immutable Data Structures - Brad Urani (RubyConf 2015)
• Carefully Composing Logic: Functional JavaScript - Brad Urani (JS.la 2015)
• Professor Frisby's Mostly Adequate Guide to Functional Programming: Webpage | Online | PDF | ePUB | MOBI | Videos
• A purely functional approach to building large applications - Noel Markham (Lambda Days 2015)
• Functional programming patterns for the non-mathematician - Brian Lonsdorf (FluentConf 2014)
• A Million Ways to Fold in JS - Brian Lonsdorf (Forward Summit 2015)
• An Introduction to Functional Programming - Andrew Smith & Noah Sluss (Code School)
• Functional Programming: The Failure of State - Robert C. Martin (NDC 2014)
• Don't fear the monad - Brian Beckman
• Improving your Web App with Functional Object-Oriented Design - Brad Urani
• Things That Matter - Bruce Tate (Lambda Days 2016)
• Lambda Days: 2016 | 2015
• (Updated) Functional Principles for OO Devs (Ordina 2015): Part 1 & Part 2: Property-Based Testing for Better Code
• Functional Principles for OO Development - Jessica Kerr (GOTO Conference 2014) & (Ruby MidWest 2013)
• Functional Programming and Ruby - Pat Shaughnessy (GoRuCo 2013)
• Immutable Ruby - Michael Fairley (MountainWest RubyConf 2013)
• The Database as a Value - Rich Hickey: GOTO Chicago talk | Out of the Tar Pit - Ben Moseley & Peter Marks | QConn NY talk
• Why Functional Programming Matters - John Hughes: Video (Erlang Factory 2016) | PDF | Postscript | Chinese
• Functional Programming and Ruby - Pat Shaughnessy (BostonRB.org)
• Y Not? - Adventures in Functional Programming - Jim Weirich (ScotlandJS 2012) RubyConf 2012
• Functional Thinking - Neal Ford & OSCON 2013
• Simple and Elegant Rails Code with Functional Style - Attila Domokos (RailsConf 2013)
• Brian Lonsdorf: Functors | F-Algebras, Pt 1 | F-Algebras, Pt 2 | F-Algebras, Pt 3
• Truth About Types - Bartosz Milewski (Lambda Days 2016)
• Propositions as Types - Philip Wadler (Lambda Days 2016)
• C9 functional programming lectures - Dr. Ralf Lämmel
• Functional Programming From First Principles - Erik Meijer (GOTO Chicago 2012)

FUNCTIONAL PROGRAMMING - BLOGS

• 7 Sharp 9 (Dave Thomas)
• Brent -> [String]
• FunctionalWorks
• Lambda the Ultimate
• okmij.org

FUNCTIONAL PROGRAMMING - BOOKS

• Type Theory and Functional Programming - Simon Thompson | PDF
• The Implementation of Functional Programming Languages - Simon Peyton Jones (1987)
• Implementing Lazy Functional Languages on Stock Hardware: The Spineless Tagless G-machine - Simon Peyton Jones (1992)

FUNCTIONAL PROGRAMMING - CONFERENCE VIDEOS

• LambdaConf (λC): 2017 | 2016 | 2015
• MoonConf 2016
• All the FP Talks at NDC Oslo 2016
• Curry On 2016
• Lambda Days (Erlang Solutions): 2017 | 2016 | 2015
• Compose Conference 2015
• Functional Works

FUNCTIONAL PROGRAMMING - DATA PIPELINES

• Basic Design in Functional Programming Languages - Tomasz Kowal (ElixirLive 2016)
• Data pipelines from zero to solid - Lars Albertsson (Jfokus 2016)
• Scalable real-time processing techniques - Lars Albertsson (SICS)
• Data pipelines - Lars Albertsson (NightHacking)

FUNCTIONAL PROGRAMMING - EXAMPLES

• Dissecting the Rabbit: RabbitMQ Internal Architecture - Alvaro Videla (Lambda Days 2015)

FUNCTIONAL PROGRAMMING - FUNCTIONAL REACTIVE PROGRAMMING (FRP)

• Functional && Reactive - Preethi Kasireddy aka @iam_preethi (ReactEurope 2017)
• Functional Reactive Programming - Riccardo Terrell (Lambda Days 2016)
• Controlling Time and Space: Understanding the Many Formulations of FRP - Evan Czaplicki (StrangeLoop 2014)
• Observables Everywhere - Jeremy Foster (2016)
• Incremental computations and the web (OCaml) - Yaron Minsky (Jane Street)

FUNCTIONAL PROGRAMMING - HISTORY

• Keynote: Why Functional Programming Matters - John Hughes, Mary Sheeran (Lambda Days 2017)
• Some History of Functional Programming Languages - David Turner (Lambda Days 2017)

FUNCTIONAL PROGRAMMING - LAMBDA CALCULUS & CATEGORY THEORY

• Crash Course in Category Theory - Bartosz Milewski (ScalaIO France 2017)
• Category Theory for Programmers - Bartosz Milewski: Book PDF & Youtube lectures
• A Pragmatic Introduction to Category Theory - Daniela Sfregola (Lambda.World 2017)
• Category Theory in Life - Eugenia Cheng (Lambda.World 2017
• Practical Lambda Calculus - Jonas Winje, Einar Høst (Lambda Days 2017)
• The Lambda Calculus, General Term Rewriting and Food Nutrition - Brian Beckman and Erik Meijer
• Category Theory: The essence of interface-based design - Erik Meijer (Foo Cafe 2015)
• Category Theory for the Working Hacker - Philip Wadler: InfoQ & Lambda.World 2016
• Cats Infographic - Rob Norris
• Introduction to Lambda Calculus - Henk Barendregt & Erik Barendsen (2000)
• Lecture Notes on the Lambda Calculus - Peter Selinger
• Intro to Lambda Calculus - Cristian Giumale
• Category Theory: The essence of interface-based design - Erik Meijer (goto; conference 2012)
• Fun With the Lambda Calculus - Corey Haines (goto; conference 2015)
• Lambda Calculus - Jim Grandpre (Code Genius)
• Lambda Calculus - Dustin Mulcahey (Hakka Labs)

FUNCTIONAL PROGRAMMING - MAYBE/OPTION, EITHER/RESULT

• Kyle J. Kress: Anatomy of Maybe — Part I: Introduction | Anatomy of Maybe — Part II: Functor

FUNCTIONAL PROGRAMMING - ML

• ML for the Working Programmer, 2nd Ed - Lawrence C. Paulson

FUNCTIONAL PROGRAMMING - MONADS

• Functors, Applicatives, And Monads In Pictures - Aditya Y. Bhargava
• A Fistful of Monads (Learn You a Haskell)
• Monads, Haskell, and Elm: A Socratic Dialogue
• Understand Monads with this One Weird Trick - Andy Bartholomew
• All About Monads | PDF version
• The Monad Challenges - Doug Beardsley
• Monads Asking the Right Question - Pawel Szulc (LambdaConf 2015)
• Monadic Design Patterns for the Web - Greg Meredith

FUNCTIONAL PROGRAMMING - ON THE JVM

• ETA (Haskell-like language on the JVM): eta-lang.org | Tour of ETA | Github | Documentation

• Frega

FUNCTIONAL PROGRAMMING - PODCASTS

• FPCasts.com: list of FP podcasts
• FunctionalGeekery.com
• LambdaCast: SoundCloud & iTunes

FUNCTIONAL PROGRAMMING - VIDEOS

• International Conference on Functional Programming (ICFP): 2017 | 2016 | 2015
• Commercial Users of Functional Programming (CUFP): 2016 | 2015
• Compose Conference: 2017 | 2016
• Compose Conference Melbourne: 2017 | 2016
• Functional Conference (Bangalore): 2017 - FnConf2017 | 2016 - FnConf2016 | 2015 - FnConf2015 | 2014 - FnConf2014
• Lambda.World: 2017 | 2016 | 2015
• LDN Functionals (Functional Works)
• All ICFP videos

GIT

• Official documentation
• Git Reference
• How to Use Git and GitHub - Caroline Buckey & Sarah Spikes (Udacity.com)
• Git from the inside out - Mary Rose Cook
• Pro Git PDF mobi ePub
• Atlassian: Getting Git Right | Getting Started | Tutorials | Collaborating | Advanced Git
• Wrapping Your Head Around Git - Paolo Perrotta (Garden City Ruby 2015)
• Git/Github open source training resources
• Explain Git With D3 (interactive visual demos of Git commands)
• GitGuys.com
• Git talks - Confreaks.tv
• Git Immersion
• Git Ready
• Classy Git - Scott Chacon (RubyConf 2010)
• Git and GitHub Secrets - Zach Holman (Aloha Ruby Conf 2012)
• Git interactive cheatsheet
• Git cheatsheet
• Gitcasts.com Gitcasts on Blip.tv
• Git tutorial
• Git From the Bits Up - Tim Berglund
• Tig (Text-mode interface for Git)
• Hacker’s Guide to Git - Joseph Wynn
• Getting Git: Getting Effective Project Management - Scott Chacon (Scotland on Rails 2009)
• Git and GitHub Secrets by Zach Holman
• Introduction to Git - Scott Chacon (GitHub)
• Git in One Hour - Scott Chacon
• Git Happens - Jessica Kerr (@jessitron)
• grb - Git Remote Branch ruby gem
• Git from the Bottom Up
• Deliberate Git - Stephen Ball (SteelCityRuby 2013)
• Git Interactive Rebase, Squash, Amend and Other Ways of Rewriting History - Tute Costa
• Git: Checkout multiple branches at the same time
• Tracking method history in git & method_log Ruby gem
• Git From the Bits Up - Tim Berglund (Jfokus 2016)

GIT - GITHUB

• Help
• Github Cheat Sheet
• Developer docs
• gitsuggest: suggests Github repositories based on repositories you've shown interest in

HAPPINESS

• The Science of Happiness - BerkeleyX: GG101x

HASKELL

• Haskell: main site | wiki | learning resources | tryhaskell.org | Hoogle (Haskell API search engine) | Hackage (Haskell package archive) | GHC user's guide | Tutorials | Haskell libraries
• Hackr.io Haskell resources
• Type introduction illustrated for casual Haskellers - Takenobu T.
• Write You a Haskell: Building a modern functional compiler from first principles - Stephen Diehl
• Learn Haskell | Specific topics for Haskell users
• PlanetHaskell
• Haskell Koans - Vancouver Haskell Meetup
• Modeling Data in Haskell for Beginners - Chris Allen (LambdaConf 2015)
• StackBuilers.com tutorials & Github
• Type Classes Vs the World - Edward Kmett (Boston Haskell 2015)
• Reflecting on Haskell in 2017 - Stephen Diehl

HASKELL - BENEFITS

• Facebook’s New Spam-Killer Hints at the Future of Coding - Cade Metz (Wired)
• The Road to Running Haskell at Facebook Scale - Jon Coens (Code Mesh London 2015)
• Simon Peyton-Jones and John Hughes - It's Raining Haskell

HASKELL - BLOGS

• Bartosz Milewski's Programming Cafe
• Chris Done
• Haskell for All - Gabriel Gonzalez
• Haskell Weekly
• Neil Mitchell

HASKELL - BOOKS

• Learn You a Haskell for Great Good!
• Real World Haskell - Bryan O'Sullivan, Don Stewart, and John Goerzen
• Gentle Introduction to Haskell 98 - Paul Hudak, John Peterson & Joseph Fasel
• Haskell Programming From First Principles - Christopher Allen & Julie Moronuki [NON-FREE but excellent] | Exercises and notes for book "Haskell Programming from first principles" - Lukas Lehner | Git repo with PDFs of all follow-up resources mentioned in HaskellBook
• GHC User Guide: PDF | HTML
• Lazy Evaluation Illustrated for Haskell Divers - Takenobu T.
• Introduction to Haskell (lecture notes & code) - Noam Zilberstein (UPenn, Spring 2015)
• Parallel and Concurrent Programming in Haskell - Simon Marlow

HASKELL - CODE EXAMPLES

• Haskell Everywhere! - Todo apps in Haskell
• Finite-State Machines, Part 1: Modeling with Haskell Data Types - Oskar Wickström

HASKELL - CODE.WORLD

• Educational computer programming environment. By using a simple mathematical model for geometric shapes and transformations, you can create drawings, animations, and even single-player and multi-player video games! The programming language used is a variation of Haskell, but you can think of it as just talking to the computer using mathematics

HASKELL - COMPILERS

• G53CMP Compilers 2016/17 (University of Nottingham)

HASKELL - FREGE

• Github
• Frege: purely functional programming for the JVM - Dierk König

HASKELL - GRENADE

• Grenade: Practical Machine Learning in Haskell, aka "💣 Machine learning which might blow up in your face 💣"

HASKELL - HAKYLL

• Hakyll: Haskell library for generating static sites

HASKELL - HAXL

• HAXL: Haskell library that simplifies access to remote data, such as databases or web-based services
• Dropbox Hack Week: GraphQL Server in Haskell - Chad Austin | Datagraph code

HASKELL - HEDIS

• Hedis: Haskell client for the Redis datastore: Github | Hackage

HASKELL - SPOCK

• Spock: lightweight Haskell web framework inspired by Ruby's Sinatra: website | Github | tutorial
• Spock – Powerful Elegant Web Applications using Haskell - Alexander Thiemann (f(by)15)

HASKELL - VIDEOS

• Haskell eXchange 2017
• Haskell Implementors' Workshop (HIW): 2017
• Haskell 2016 (Japan)
• Haskell Keynotes ZuriHac 2017
• Haskell video collection (InfoQ)
• Modeling Data in Haskell for Beginners - Chris Allen (LambdaConf 2015)
• Haskell is Not For Production and Other Tales - Katie Miller (Linux.conf.au 2016) | slides
• Introduction to Functional Programming - Erik Meijer
• Functional Programming Fundamentals - Erik Meijer & Youtube
• Learn Haskell in One Video - Derek Banas
• Haskell Basics - FunFunFunction #35
• Haskell Stack Mega-Tutorial - Christopher Allen
• A Practical Introduction to Haskell GADTs - Richard Eisenberg (LambdaConf 2015)
• A History of Haskell: Being Lazy With Class - Arthur Vard
• Adventure With Types in Haskell - Simon Peyton Jones: Lecture 1 | Lecture 2
• Classes, Jim, but not as we know them - Simon Peyton Jones (Microsoft Development Center Copenhagen TechTalk)
• Beginner's Guide to Exceptions in Haskell - Erin Swenson-Healey
• Fun with type functions - Simon Peyton Jones (Microsoft Development Center Copenhagen TechTalk)
• Haskell Amuse-Bouche - Mark Lentczner (GoogleTechTalks 2011)
• Many videos on Purescript & Haskell - kritzcreek
• Writing a Game in Haskell - Elise Huard
• A Year of Haskell - Justin Leitgeb (Lambda Days 2015)
• Haskell for Everyday Programmers - Venkat Subramaniam (Functional Conf Bangalore 2014) & code examples
• The Haskell Cast #2 - Don Stewart on Real World Haskell | #4 - Simon Marlow on Parallelism and Concurrency
• Haskell Talks: Erik Hinton, Programmer with New York Times: Part 1 | Part 2
• Developing Web Applications with Haskell - Alejandro Serrano (LambdaConf 2015)
• Exact Real Arithmetic in Haskell - Mitchell Riley (Brisbane Functional Programming Group, May 2015)

HIRING

• The Best Way to Hire Developers - Erik Dietrich

HTTP

HTTP - AUTHENTICATION

• Token-based security in a REST API - Andy Balaam

HTTP - AUTHENTICATION - JAVASCRIPT WEB TOKENS (JWT)

• Introduction to JWT (JSON Web Token) - Securing apps & services - Tech CBT

HTTP - HEADERS

• Everything you need to know about HTTP security headers - Max Veytsman

HTML

HTML - BASICS

• Constructing the Object Model - Ilya Grigorik

HTML - CORS

• HTML5 Security: Part 1 - Same Origin Policy Basics | Part 2 - postMessage Vulnerabilities | Part 3 - CORS

HTML - HAML

• Tutorial & Reference

HTML - IFRAMES

• HTML Iframes, iframe Tag With All Attributes Explained - PJ Codingschool
• IFrames in HTML for Code Reuse - Eli the Computer Guy

HTML - INDEXEDDB

• Working with Indexed DB - Google Chrome Developers
• Getting Started with indexedDB - All Things Javascript
• An empty database in every pocket - Phil Nash (Devoxx Poland 2017)

HTML - LOCALSTORAGE

• An Introduction to Local Storage with JavaScript - Zac Gordon

HTML - SLIM

• Slim: Github code + examples | API docs

HTML5

• HTML Crash Course for Absolute Beginners - Traversy Media
• Learn to Code HTML & CSS
• MarkSheet: Free HTML & CSS tutorial
• CodePen.io
• Smashing Magazine
• Dive into HTML 5 - Mark Pilgrim
• Mozilla MDN
• HTML5 Boilerplate
• HTML5 Doctor
• HTML5 Developer Conference
• HTML5 Please
• Build An HTML5 Website With A Responsive Layout - Traversy Media
• Web Development In 2017 - A Practical Guide - Traversy Media
• Web APIs You [Probably] Didn't Know Existed - (NEJS Conf)
• Box shadows
• Can I Use?
• Datalists
• Transition timing functions

HTML5 - CANVAS

• HTML5 Canvas Animation With Javascript - Josh Robertson (MountainWest JavaScript 2014)
• A Rubyist's Guide to the Canvas API - H. Dean Hudson (CascadiaRuby 2012)
• Mozilla MDN

HTML5 - INDEXED DB

• HTML5: How to Build Progressive Web Apps with Local Storage and IndexedDB - Brian Greig
• Working With IndexedDB - Raymond Camden - Part 1 Part 2 Part 3
• db.js (wrapper for IndexedDB)
• indexeddb-backbonejs-adapter
• Deep Dive into the HTML5 IndexedDB
• IndexedDB - Mozilla Developer Network
• Using the HTML5 IndexedDB API - Brian Stewart
• Quick Tip: Store Data in the Browser with IndexedDB - Martin Angelov
• Who Needs MySQL When There Is IndexedDB? - NewRelic
• How the browsers store IndexedDB data - Aaron Powell

HTML5 - INDEXED DB - LOVEFIELD

• Lovefield: A cross-browser, SQL-like, relational query engine for Web in pure JavaScript

HTML5 - PERFORMANCE

• High Performance in the Critical Rendering Path - Nicolas Bevacqua

HTML5 - PROGRESSIVE WEB APPS

• Progressive Web Apps Course - Google Chrome Developers
• A Beginner’s Guide To Progressive Web Apps - Kevin Farrugia
• What are Progressive Web Apps? - Max Lynch
• Everything You Should Know About Progressive Web Apps - Danny Markov
• Building Progressive Web Apps Today - Thao Tran (Chrome Dev Summit 2016)
• Instant Loading: Building offline-first Progressive Web Apps - Google I/O 2016 - Jake Archibald
• [Your First Progressive Web App - Google](https://developers.google.com/web/fundamentals/getting-started/codelabs/your-first-pwapp/(
• The Building Blocks Of Progressive Web Apps - Ada Rose Edwards

HTML5 - SERVICEWORKERS

• Intro to Service Workers - Google Chrome Developers
• Going offline with Service Workers - Phil Nash
• How to Setup a Basic Service Worker (with Caching) - bitsofcode
• ServiceWorke.rs (Mozilla)
• Offline Web Applications Using IndexedDb & Service Worker - Google (Udacity)
• There is a client-side proxy (ServiceWorker) in your browser! - Ilya Grigorik (Velocity NYC 2015)

HTML5 - WEB SOCKETS

• Mozilla MDN
• Model-View-Websockets

HTML5 - WEB WORKERS

• Fundamentals of HTML5 Web Workers - Craig Shoemaker
• Using Web Workers (Mozilla MDN)
• JavaScript for Experienced Developers: Web Workers - Microsoft Virtual Academy

INFLUXDB

• InfluxDB: Open-Source Time Series Database - Paul Dix (Data Driven NYC / FirstMark Capital)
• InfluxDB workshop - Paul Dix (Monitorama PDX 2014)
• Grafana workshop - Torkel Ödegaard (Monitorama PDX 2014)
• All Monitorama PDX 2014 talks

JAVASCRIPT

• Khan Academy computer programming
• Javascript Basics
• Eloquent Javascript
• Javascript.com
• Learning JavaScript Design Patterns - Addy Osmani
• Learn JavaScript - Codecademy
• 23 Free JavaScript Books - HackerLists.com
• Essential JavaScript Links - Eric Elliott
• JavaScript tips
• Visualize JavaScript code execution
• SuperheroJS - curated JavaScript links
• JavascriptJabber.com (podcasts)
• The Javascript Show (podcasts)
• Codepen.io
• You Don't Know JS - Kyle Simpson
• Javascript Koans - Liam McLennan
• Advanced Introduction to JavaScript (Yakov Fain screencast)
• Advanced Scoping & Other Puzzles (Vincenzo Tilotta)
• Nice discussion of scope chains, hoisting, self-executing anonymous functions, execution context, closures & module pattern (starting 28 minutes in)
• Khan Academy
• Crockford videos: 1 2 3 4 5 6 7 8 Advanced Javascript Good Parts JS: Your New Overlord
• Mozilla MDN
• Programming JavaScript Applications - Eric Elliott
• The Two Pillars of JavaScript - Eric Elliott: Part 1: How to Escape the 7th Circle of Hell & Pt 2: Functional Programming - How to Stop Micromanaging Everything
• JS Objects - Kyle Simpson: Pt 1: Inherited a Mess, Pt 2: Distractions & Pt 3: De"construct"ion
• Javascript: Up to Speed (Tekpub)
• js-assessment
• Javascript Weekly (email list)
• Javascript at 17 - Brendan Eich (Fluent 2012)
• JSConf US 2013 videos
• JSConf US 2012 videos
• JSConf EU 2012 videos
• JSConf EU 2011 videos
• Javascript Masterclass - Angelina Fabbro (JSConfUS 2013)
• Douglas Crockford: Really. JavaScript. (JSConfUS 2013)
• JavaScript Essentials - Travis Tidwell
• Advanced HTML5 JavaScript: Down 'n Dirty - Kyle Simpson
• Javascript Best Practices - Thinkful.com
• Sitepoint - Javascript

JAVASCRIPT - ANGULAR.JS

• AngularJS Fundamentals in 60-ish Minutes - Dan Wahlin
• A comparison of the two-way binding in AngularJS, EmberJS and KnockoutJS - Marius Gundersen (JS Conf.eu)

JAVASCRIPT - ASYNCHRONOUS

• Syncing Async - Kyle Simpson & Promises: The Sync Problem, part 1, part 2, part 3, part 4 part 5
• Promises, Promises - Domenic Denicola
• Promises in Javascript - Paul Mooney
• JavaScript Promises: There and back again - ES6
• Promise Anti-Patterns
• Asynchronous JS: Callbacks, Listeners, Control Flow Libs and Promises
• Promise-Based Validation
• Callbacks are imperative, promises are functional: Node’s biggest missed opportunity
• Digging into Deferreds - Addy Osmani & Creating Responsive Applications Using jQuery Deferred and Promises
• jQuery.Deferred() & deferred.promise()
• jQuery.Deferred is the most important client-side tool you have
• Promise & Deferred Objects in Javascript, Pt 1 - Theory & Semantics & Pt 2 - Practice
• Understanding JQuery.Deferred and Promise
• What's The Point of Promises?

JAVASCRIPT - AMPERSAND.JS

• Ampersand.js, learn, docs

JAVASCRIPT - BACKBONE.JS

• Backbone.js
• Backbone Fundamentals
• Backbone in Baby Steps, part 1, part 2, part 2.5 & part 3
• BackboneConf 2013 videos
• TodoMVC Backbone example & code
• Introduction to Backbone.js - Nick Gauthier
• Put Some Backbone.js in your Apps (Sid Maestre)
• Three Client-side Web Apps (2 Backbone, 1 Ember) - Brian Kaney
• Backbone Tutorials
• Backbone: 3 Ways
• Backbone.js, Jasmine and Rails: A Lust Story - Austin Fonacier (LA Ruby 2013)
• Using Backbone.js With Rails: Patterns from the Wild - Sarah Mei (RailsConf 2012)
• Growing Up with Backbone - Tim Branyen
• Evening on Backbone.js/Views w/ Q&A with David Heinemeier Hansson - Intro to Rails followed by DHH arguing for Rails-generated (and "Russian-doll cached") HTML+JavaScript over client-side MVC except for the most complex cases
• Anatomy of Backbone - CodeSchool (non-free)
• Introduction to Backbone.js Part 1: Models Tutorial - First of a series of free videos all viewable on Youtube
• Structuring Complex Backbone.js Apps
• Dependency Injection for Fun and Profit - Sam Breed (BackboneConf 2013)

JAVASCRIPT - BACKBONE.JS - LOCALSTORAGE

• Backbone.localStorage

JAVASCRIPT - BACKBONE.JS - MARIONETTE

• Unsuck your backbone

JAVASCRIPT - BACKBONE.JS - PLUGINS

• Backbone Boilerplate & grunt-bbb
• Backbone.ModelBinder
• backbone.validation

JAVASCRIPT - BACKBONE.JS - TESTING

• Integration testing Backbone.js
• Testing your Backbone from the outside-in - James Newbery (Scotland.js 2012)

JAVASCRIPT - BACKBONE.JS - UNDERSCORE.JS/LO-DASH

• Underscore.js
• Lo-Dash

JAVASCRIPT - BLOGS

• Reginald Braithwaite
• JavaScript Playground
• ModernWeb.com

JAVASCRIPT - BUILD TOOLS

• Brunch.io
• Bower (package manager)
• Broccoli (asset pipeline / build tool)
• No More 'Grunt Watch': Modern build workflows with Broccoli (EmberConf 2014)
• Getting Started With Broccoli and Ember.js

JAVASCRIPT - CLEAN CODE

• 7 Patterns to Refactor JavaScript Applications - Michael Phillips: Value Objects | Service Objects | Form Objects | Query Objects | Policy Objects | Decorators
• Airbnb's style guide
• Github's style guide
• JSHint (Github) & JSHint.com
• Javascript Development Workflow of 2013 - Paul Irish
• Writing Testable Javascript - Rebecca Murphey

JAVASCRIPT - CLIENT-SIDE ARCHITECTURES

• Use Rails for Your Next Client-Side App - Yehuda Katz (ChicagoRuby2012)

JAVASCRIPT - COFFEESCRIPT

• Official documentation & FAQ & list of text editor plugins
• Little Book on CoffeeScript (Alex MacCaw)
• Smooth Coffeescript HTML doc | PDF doc | HTML interactive
• Coffeescript Cookbook
• Coffeescript talks - Confreaks.tv
• Coffeescript Koans - sleepyfox
• Intro to Coffeescript - Aseem Kishore
• PencilCode.net (really fun!)
• CoffeeScript Ristretto Online
• Testing With CoffeeScript
• Cheat Sheet (Cheatography)
• CoffeeScript for the Rubyist - Mark Bates (RailsConf 2012) & Aloha RubyConf 2012
• CoffeeScript Presentation: Code Like You Talk - Omer Sensoy
• CoffeeScript: The Cool Parts - Charles Wood
• CoffeeScript - SDRuby
• CodeSchool.com (non-free)
• coffee-rails-source-maps

JAVASCRIPT - CRYPTON (ENCRYPTED DATA API)

• Crypton.io

JAVASCRIPT - DATA

• LearnJSData.com

JAVASCRIPT - D3

• API, wiki & documentation
• Beyond the Bar Graph - Joanne Cheng (Kod.io 2014)
• Data Visualization and D3.js (Udacity)
• Data Visualization with D3.js - Ray Villalobos (Lynda.com) (Non-free)
• D3.js Tutorial - Jérôme Cukier and Scott Murray (StrataConf 2013)
• D3 Tips & Tricks - Malcolm Maclean (optional/suggested donation)
• Getting Started With D3 - Mike Dewar & on Amazon
• D3: Data-Driven Documents - Stanford Computer Science Dept

JAVASCRIPT - D3 - DIMPLE.JS

• Dimple.js

JAVASCRIPT - DEPENDENCY INJECTION

• Sam Breed - Dependency Injection for Fun and Profit

JAVASCRIPT - DOM

• Javascript DOM Crash Course - Traversy Media: Part 1 | Part 2 | Part 3 | Part 4
• Learn JavaScript By Building a Bookmarker Application - Traversy Media
• JavaScript DOM Tutorial - The Net Ninja
• JavaScript and the DOM - @adamrecvlohe: Part 1 | Part 2
• Intro to the Document Object Model - Stefan Mischook

JAVASCRIPT - DOM - EVENTS

• JavaScript DOM Tutorial #9 - Events - Net Ninja

JAVASCRIPT - ES 2017 / ES8 / ECMASCRIPT 8

• JavaScript Editions ES7, ES8 and ES9 vs V8 - Rafael Casuso Romate
• 3 Features of ES7 (and Beyond) That You Should Be Using, Now - Derick Bailey
• Getting Started with ES2017/ES8 - Roland Guijt (Pluralsight)
• Say Hello to ES2017 - Ryan H. Lewis
• JavaScript Patterns for 2017 - Scott Allen

JAVASCRIPT - ES 2016 / ES7 / ECMASCRIPT 7

• Introducing the new features that ECMAScript 2016 (ES7) adds to JavaScript - Senket Meghani

JAVASCRIPT - ES 2015 / ES6 / ECMASCRIPT 6

• ES6 Cheatsheet - David Leonard
• Modern JavaScript Cheatsheet - Manuel Beaudru
• ES6 Part 1: Destructuring - funfunfunction
• Learn ES2015: A detailed overview of ECMAScript 6 features - Babeljs.io
• ES6 In Depth Articles - Mozilla
• Using JavaScript from the Future in Your Rails App Today - Steve Kinney (RailsConf 2015)
• ES 2016: The Evolution of Javascript - Jafar Husain (MountainWest JavaScript 2015)
• Essential ES6 / ES2015 JavaScript - Kyle Robinson Young
• ES6 Katas
• Using ECMAScript 6 today - Dr. Axel Rauschmayer (RollingScopesConf 2015) - Part 1 & Part 2 & ECMAScript 6: what's next for JavaScript? (Frontendconf Zürich)
• JavaScript in 2015 - Glen Maddern
• Iterators and generators in ECMAScript 6 - Dr. Axel Rauschmayer
• es6-module-transpiler & many more ES6 transpilers
• ES6 module syntax
• ECMAScript 6, The Future of JavaScript - Axel Rauschmayer (Excellent after 10-min intro)
• ES6Fiddle.net
• ES6 Tools - Addy Osmani
• Rewriting a WebApp With ECMAScript 6

JAVASCRIPT - ES6 / ECMASCRIPT 6 - GENERATORS

• Kyle Simpson: Basics, Diving Deeper, Going Async, Getting Concurrent
• Lazy, composable, and modular JavaScript - Mudit Ameta
• Functional Programming With Generators - Peter De Croos (Forward.JS 2014)
• Hanging Up on Callbacks: Generators in ECMAScript 6 - Erin Swenson-Healey (Forward.JS 2014)
• Hanging Up On Callbacks: Using ECMAScript 6 Generators - Erin Swenson-Healey
• A Study on Solving Callbacks with JavaScript Generators - James Long

JAVASCRIPT - EMBER.JS

• EmberJS: Website | Guides | API
• Sneak Peek at Ember 2.0 - Erik Bryn (San Francisco Javascript Meetup 2015)
• WickedGoodEmber 2015 videos
• Using Ember CLI as a Single Page Static Site Generator - Jessica Suttles
• How to Build a Rails 5 API Only and Ember Application - Santiago Pastorino
• Vic Ramon's Ember Tutorial
• EmberConf 2015 keynote - Tom Dale & Yehuda Katz
• EmberConf 2014 videos & slides
• Intro To Ember @ LinkedIn - Erik Bryn (2014)
• Ember Inspector (for browsers)
• Intro to Ember JS - Vic Ramon of Hashrocket
• An In-Depth Introduction to Ember.js - Julien Knebel
• EmberWeekly.com
• Ember js - An Application Framework For The Future - Joachim Haagen Skeie (Warm Croc Conference 2014)
• Emberwatch list of Ember talks, tutorials, screencasts & podcasts
• Awesome Ember Tricks - Robin Ward
• Boston Ember talks
• EmberWatch.com
• So, You're Thinking of Using Ember - Ralph Holzmann (JQuery Conf 2014)
• Common Pitfalls with Ember.js - Alex Speller (EmberFest 2014)
• The Ember.js Framework - Everything You Need To Know - Yehuda Katz (All Things Open 2014)
• EmberFest 2013 videos
• Lessons learned shipping 15,000 lines of Ember.js - Chris McClelland (EmberJSSeattleMeetup Nov 2014)
• Ember on Rails: #REALTALK - Brandon Hays (LoneStarRuby 2013)
• Off the Menu: Building a Client-Side With Ember and Rails - Yehuda Katz (Rails Israel 2013)
• Ember Live Coding Session - Eric Berry
• Ember-rails + advice from Hashrocket & Thoughtbot
• Ember-appkit-rails
• Ember App Kit Rails - Brian Cardarella
• Setting Up a Serious Ember Project - Justin Searls
• Ember Routes, Models, Templates and Controllers - Justin Searls
• Building an Ember App with Rails Part 1 Part 2 Part 3 Part 4
• Ember data
• Building Web Applications with Ember.js - NewCircle Training
• Ember 1.0
• A comparison of the two-way binding in AngularJS, EmberJS and KnockoutJS - Marius Gundersen (JS Conf.eu)
• Ember.setState(this.get(React)) - Alex Matchneer - Ember NYC 2014
• Ember HTMLBars - Erik Bryn & HTMLBars (Github)
• POJOs vs. Ember Objects
• Ember without Ember Data - Robin Ward (May 2014)
• A Tale of Two MVCs - Yehuda Katz (GoGaRuCo 2013)

JAVASCRIPT - EMBER.JS - EMBER-CLI

• Ember-cli
• Intro to Ember Object and Ember CLI - Brian Cardarella (San Diego JS)
• TodoMVC in Ember CLI - Ryan LaBouve
• Rails + Ember.js + ember-cli = ♥ - Robert Jackson (Burlington Ruby Conference 2014)

JAVASCRIPT - EMBER.JS - EMBER DATA

• Ember Data (Github)
• Ember Models Guide
• Custom Adapters for Ember Data - Jeffrey Biles & Switching to Ember Data & Much Very Confused: Ember for the inappropriately experienced
• Ember Data: Tips, Tricks, & Lessons Learned - Chris Oei

JAVASCRIPT - EMBER.JS - FASTBOOT

• Fastboot (Github)
• Inside FastBoot: The Road to Server-Side Rendering - Yehuda Katz and Tom Dale

JAVASCRIPT - EMBER.JS - GLIMMER (RENDERING ENGINE)

• Inside Glimmer: What Makes Ember's Rendering Engine Tick - Tom Dale (Full Stack Fest 2015)
• Glimmer demo

JAVASCRIPT - EMBER.JS - HTMLBARS

• HTMLBars - Erik Bryn
• HTMLBars

JAVASCRIPT - EMBER.JS - TESTING

• Testing Your Ember Applications - Eric Berry
• EmberScript
• QUnit

JAVASCRIPT - EMBER.JS - VIDEO

• EmberConf 2016 videos

JAVASCRIPT - FRAMEWORKS

• TodoMVC & Github

JAVASCRIPT - FUNCTIONAL PROGRAMMING

• Functional Programming Basics in ES6 (JavaScript) - Jeremy Fairbank (Scenic City Summit 2016)
• Full Stack Functional JavaScript - Tom Wilson (Syntax Conference 2017)
• Functional-Light JavaScript - Kyle Simpson
• Gentle Intro to Functional Javascript - James Sinclair
• Learning Functional Programming with JavaScript - Anjana Vakil (JSUnconf 2016)
• Functional Programming In JavaScript — With Practical Examples: Part 1 | Part 2
• Functional programming in JavaScript - Mattias Petter Johansson
• Functional Javascript - Dr. Gleb Bahmutov
• Functional Layout - Updating the DOM at 60FPS - David Valdman (JS Conf EU 2015)
• Functional programming and curry cooking in JS - Stefanie Schirmer (JS Conf EU 2015)
• Professor Frisby's Mostly Adequate Guide to Functional Programming: Webpage | Online | PDF | ePUB | MOBI
• Introducing Reduce: Reducing an Array into an Object - Mykola Bilokonsky
• We Will All Be Game Programmers - Hunter Loftis

JAVASCRIPT - FUNCTIONAL PROGRAMMING - CYCLE.JS

• Cycle.js
• Cycle.js Fundamentals

JAVASCRIPT - FUNCTIONAL PROGRAMMING - IMMUTABLE.JS

• Immutable.js

JAVASCRIPT - FUNCTIONAL REACTIVE PROGRAMMING

• Functional Reactive Programming in JavaScript - Charanjit Singh (JSChannel 2015)
• Conquering Time with Functional Reactive Programming - Sergi Mansilla (Goto Amsterdam 2014)
• React: Life Without MVC - Priyatam Mudivarti (Forward 3 Summit 2015)
• End-to-End Reactive Programming at Netflix - Jafar Husain
• Why Prezi is betting on FRP - Péter Halácsy
• Reactive All the Things - Martin Gontovnikas

JAVASCRIPT - FUNCTIONAL REACTIVE PROGRAMMING - BACON.JS

• Bacon.js
• Bacon.js - Functional Reactive Programming - Thomas Holmes (ATLRUG 2014)
• Functional Reactive Programming with Bacon.js
• Implementing Snake in Bacon.js

JAVASCRIPT - FUNCTIONAL REACTIVE PROGRAMMING - Rx.JS

• Async JavaScript with Reactive Extensions - Jafar Husain (Netflix JavaScript Talks)
• RxJS Evolved - Paul Taylor (Reactive 2015)
• Reactive programming library for JavaScript (Github) & Website
• Intro to Functional Reactive Programming with RxJS - Florian Rappl
• Intro to Reactive Programming
• Asynchronous JavaScript at Netflix - Matthew Podwysowski (JSConf Budapest)
• A Better JavaScript for the Ambient Computing Era
• Rx Book - Denis Stoyanov
• RxJS for Metrics & Music - Ian Hansen

JAVASCRIPT - FUNDAMENTAL CONCEPTS

• Common JavaScript “Gotchas”
• Understanding JavaScript Function Invocation and 'this' (Yehuda Katz)
• Preparing Yourself for Modern JavaScript Development
• Prototypes and Inheritance in JavaScript
• 1024+ Seconds of JS Wizardry - Martin Kleppe (JSConf.eu 2013)
• The JavaScript Interpreter, Interpreted - Martha Girdler (JSConf.eu 2013)
• Advanced JavaScript Fundamentals - Core Language: 1) Math | 2) Date | 3) Advanced Functions | 4) Arrays | 5) Creating Custom Objects | 6) Functions as Objects | 7) DOM Keyboard Events | 8) DOM Scripting Forms | 9) Browser Features: XMLHttpRequest | 10) Browser Features: JSON | 11) Browser Features: Local Storage | 12) Debugging: Error Handling
• JavaScript Fundamentals 101: 20) Event Delegation
• Javascript: Understanding the Weird Parts - The First 3.5 Hours - Tony Alicea

JAVASCRIPT - GRUNT (AUTOMATED TASK RUNNER)

• Grunt

JAVASCRIPT - HAMMER.JS (FOR TOUCH GESTURES)

• Hammer.js

JAVASCRIPT - HISTORY API

• JavaScript History API Basics - CodeCourse

JAVASCRIPT - JQUERY

• Official documentation
• Official API
• Zero to Hero with jQuery - Microsoft Virtual Academy (Jumpstart)
• Youtube.com/jquery
• Exterminating Common JQuery bugs
• Tutorials (JQuery.com)
• 14 Days of JQuery
• TutorialsPoint.com

JAVASCRIPT - MACHINE LEARNING

• Encog: tutorial, examples, Github

JAVASCRIPT - MEMORY/GARBAGE COLLECTION

• Garbage Collection & Heap Management - Ryan Sandor Richards (Scotland.js 2012)

JAVASCRIPT - METEOR.JS

• Meteor.js
• Meteor -Web Development Like You've Never Seen - Matt Debergalis (QCon 2013)

JAVASCRIPT - MONITORING

• Spy-JS.com (JavaScript tracing tool)

JAVASCRIPT - PACKAGE MANAGERS (CURRENTLY A HUGE PITA)

• Bower Github
• JamJS Github
• Require.js

JAVASCRIPT - PERFORMANCE

• Breaking the Broken Web - Kyle Simpson (Forward 3 Summit 2015)

JAVASCRIPT - PLAYGROUND

• JSBin.com
• JSFiddle.net

JAVASCRIPT - PRODUCTIVITY TOOLS

• Yeoman

JAVASCRIPT - PROMISES

• JavaScript Promises: There and Back Again - Jake Archibald
• You're Missing the Point of Promises - Domenic Denicola

JAVASCRIPT - REACT.JS

• Kent C. Dodds: The Beginner's Guide to ReactJS & Advanced React Component Patterns
• React Starter Kit - Glitch.com
• Hackr.io React resource list
• Getting Started | Thinking in React | Tutorial
• React + Redux + Webpack videos - Kurt Weiberth
• Intro to Webpack, ES6, Babel, React, React-Router, Redux, and React-Redux - Brad Westfall
• React tutorial series - LearnCode.academy
• Thinking in React - Pete Hunt
• Advanced tutorial on how React is implemented - Dan Abramov
• Learn React, Flux, and Flow - Colin Megill: Part 1 | Part 2
• React Tutorial - Hackerati.us
• React and Flux: Building Applications with a Unidirectional Data Flow - Bill Fisher and Jing Chen (Forward.JS 2014)
• Secrets of the Virtual DOM - Pete Hunt (Barcelona Future Javascript)
• React and Rails
• React & Flux - Christian Lilley (JSChannel 2015)

JAVASCRIPT - REACT.JS - JSX

• JSX in Depth

JAVASCRIPT - REACT.JS - REACT NATIVE

• React Native

JAVASCRIPT - REACT.JS - VIDEOS

• React.js Conf 2015

JAVASCRIPT - REDUX

• Intro to Redux - Alex Bachux
• The Problem with Redux... And How to Fix It - Matthew Gertner
• redux-elm: The Elm Architecture in JavaScript - Matthew Gertner | online book of example code

JAVASCRIPT - RXJS

• RxJS - What and Why? - Academind
• RxJS Quick Start with Practical Examples

JAVASCRIPT - TESTING

• Zero to Testing in Javascript - Pamela Selle (QConn New York 2014)
• Testing Javascript/Coffeescript - Mark Bates
• Javascript testing - Ruby-Toolbox
• Konacha gem (Mocha + Chai)
• Front-end Testing for Skeptics - Luke Francl (RailsConf 2013)
• Testing Your JavaScript/CoffeeScript - Mark Bates - Part 1 (Setting Up) & Part 2 (Writing Tests)
• Using Capybara to test JavaScript that makes HTTP requests
• Javascript Testing Tactics - Justin Searls

JAVASCRIPT - TESTING - INTERN

• Intern: TheIntern.io & Github

JAVASCRIPT - TESTING - JASMINE

• Jasmine
• Unit Testing in JavaScript via Jasmine - Jesse Warden
• Test-Driving Javascript with Jasmine - Tim Tyrrell (AustinJS)
• 75-minute Justin Searls screencast (non-standard; uses jasmine-fixture, jasmine-given & jasmine-stealth)

JAVASCRIPT - TESTING - QUNIT

• QUnit

JAVASCRIPT - TESTING - SINON.JS

• Sinon.js

JAVASCRIPT - TOOLS

• CreateJS (Javascript libraries & tools for building rich, interactive experiences with HTML5)

JAVASCRIPT - VIDEOS

• FunFunFunction
• JS Remote Conf 2015
• JS Conf EU 2015

JAVSCRIPT - WEB SCRAPING

• JavaScript Web Scraping - Gregory Petukhov
• Web scraping with JavaScript - Igor Savinkin
• Artoo.js: client-side scraping companion

JEKYLL

• Jekyll: Main | Docs | Tips | Twitter | News | Talk | Github
• Jekyll Documentation - Tom Preston-Werner, Nick Quaranto, Parker Moore, et al
• Planet Jekyll
• Getting Started With Jekyll, The Static Site Generator - phpacademy
• JekyllConf

JRUBY

• Headius (Charles Nutter)'s blog
• Why JRuby Works - Charles Nutter, Thomas Enebo (RubyConf 2012)
• Why JRuby? - Charles Nutter (Aloha RubyConf 2012) & slides
• RubyGems to All JVM Languages - Yoko Harada (RubyConf 2010)
• Why JRuby? (Fiona Tay)
• JRuby: Ruby in the JVM. Why on Earth?!? - Chris McCann
• State of JRuby 2014 - Hiro Asari (Ruby Australia)

JRUBY - JRUBY 9000

• Keynote: JRuby 9k - Thomas Enebo & Charles Nutter (JRubyConf.eu 2015)
• JRuby 9000 - Charles Nutter, Thomas Enebo (RubyConf 2014)

JRUBY - PERFORMANCE

• High Performance Ruby - Charles Nutter (GoGaRuCo 2012)
• Deploy, Scale and Sleep at Night with JRuby - Joe Kutner (GoGaRuCo 2012)

JRUBY - TORQUEBOX

• Complex Made Simple: Sleep Better with TorqueBox - Lance Ball (RailsConf 2012)
• TorqueBox - Kevin Menard (BostonRB.org)

JULIA

• Julia: high-level, high-performance dynamic programming language for technical computing

KIDS

• Scratch
• Scratch Jr.
• Star Wars - Code.org
• Minecraft - Code.org
• Free kids courses - Pluralsight.com
• Pencilcode.net
• Free Code Camp
• Tynker (NOT FREE: Access to everything requires a paid subscription)
• Cool Coding Apps and Websites for Kids - CommonsenseMedia.org
• Coding for Kids: Free Websites That Teach Kids Programming

LEGAL

• ChooseALicense.com - Advice on selecting an open source license - Github
• Chart showing what each license allows and disallows - ChooseALicense.com & Github

LEARNING

• Learning How to Learn - Drs. Barbara Oakley & Terrence Sejnowski (Coursera)
• Carnegie Mellon Open Learning Initiative
• Coursera.org
• EdX.org
• Khan Academy
• MIT OpenCourseware
• MOOC List
• National Programme on Technology Enhanced Learning (India)
• No Excuse List (The best place on the web to learn anything, free)
• Open Yale courses
• Stanford Engineering Everywhere
• Stanford Open Classroom
• TED Talks
• TutsPlus (Non-free)
• UC Berkeley webcasts
• Udacity (Lectures are free)
• Udemy (Non-free)

LINUX

• dotfiles.github.com
• Thoughtbot dotfiles
• Unixmen.com
• Cheat Sheet (Cheatography)
• LESS
• Linux SCP help

LINUX - AWK

• Awk in 20 Minutes - Fred T-H

LINUX - DEBIAN

• The Debian Administrator's Handbook - Raphaël Hertzog & Roland Mas & PDF

LINUX - COMMAND LINE

• TLDR Pages: Simplified and community-driven man pages: website | live demo | installation | PDF

LINUX - NETWORKING

• Intro to DNS Terminology, Components, and Concepts - Justin Ellingwood (DigitalOcean) Peter R. Egli:
  • Data Networking Concepts
  • Transport Protocols
    • TCP
    • UDP
    • SCTP
  • Network Sockets
  • Email
  • Comet, HTML5, Websockets
  • HTTP / HTML / WWW
  • DNS
  • DNSSEC
  • FTP
  • RARP, BOOTP, DHCP
  • Internet Security
  • VPN
  • Mobile & Wireless Networks
  • Internet Organization
  • QoS
  • IP Routing
  • IPv6
  • SSH
  • Telnet
  • STP & RSTP
  • Communication Middleware
  • Cloud Computing
  • JSON-RPC
  • REST
  • Web Services
  • Android NDK
• Ping! Are you there? - Lydia Gu (!!Con 2016)

LINUX - NETWORKING - SOCAT

• Documentation (man page)
• HOWTO: Crafting arbitrary network packets with socat - Julian Oliver
• Socat: A very powerful networking tool - Jesus Castello
• Hands-on learning about network protocols using socat - Volker Schatz
• Securing Traffic Between two Socat Instances Using SSL - Gerhard Rieger

LINUX - SHELL SCRIPTING (BASH)

• Shell Scripts Matter - Thibaut Rousseau
• Advanced Bash Scripting Guide
• Command Line Text Processing - Sundeep Agarwal: PDF | online book | learn by example
• Bash Hackers Wiki
• Bash Koans - Marcin Bunsch
• Better Bash Scripting in 15 Minutes - Robert Muth
• Bash Reference Manual
• Command Line Fu
• Greg Wooledge's Wiki
• Linux Bash Scripting
• The Linux Command Line: A Complete Introduction (PDF) & website
• Linux Shell Scripting Cookbook
• Linux Shell Scripting Tutorial
• The Art of Command Line - Joshua Levy
• Writing Robust Bash Shell Scripts - David Pashley

LINUX - SHELL SCRIPTING (BASH) - BATS (BASH AUTOMATED TEST SYSTEM)

• Bash Automated Test System (BATS) & tutorial
• How to use Bats to test your command line tools - Ross Duggan

LINUX - SHELL SCRIPTING (BASH) - SHUNIT2

• shunit2: xUnit unit test framework for Bourne based shell scripts - Kate Ward

LINUX - SYSTEM ADMINISTRATION

• Sysadmincasts.com

LINUX - UBUNTU

• UpUbuntu

LISP

LISP - BOOKS

• The Structure and Interpretation of Computer Programs - Hal Abelson & Gerald Jay Sussman: Video lectures | online book | PDF
• Common Lisp: A Gentle Introduction to Symbolic Computation - David S. Touretzky
• Common Lisp HyperSpec
• Common Lisp the Language, 2nd Ed - Guy L. Steele Jr: PDF |HTML
• Practical Common Lisp - Peter Seibel
• Basic Lisp Techniques - David J Cooper, Jr
• Successful Lisp - David Lamkins
• On Lisp - Paul Graham: main page | PDF | Postscript
• Common Lisp Cookbook
• Casting SPELs in Lisp - Conrad Barski (Not Common Lisp)
• Lisp in Small Parts -
• Common Lisp Wikibooks
• Lisp Tutorial - TutorialsPoint.com
• Intro to LISP - Milos Hauskrecht
• Common Lisp Hints - Geoffrey J. Gordon
• Steel Bank Common Lisp: webpage | PDF documentation | HTML documentation
• SLIME Lisp: webpage | PDF documentation | HTML documentation
• LISP 1.5 Programmer's Manual - MIT
• Brief Guide to CLOS - Jeff Dalton
• Performance and Evaluation of Lisp Systems - Richard P. Gabriel

LISP - COMMON LISP

• Common-Lisp.net
• Planet Lisp
• Emacs Common Lisp Emulation

LISP - EMACS LISP

See EMACS - EMACS LISP

MAIL SERVER

MAIL SERVER - DIAGNOSTICS

• MXToolbox.com
• SenderBase.org
• SURBL
• spamDBLookup
• emailTestResult
• DNSStuff tools
• EmailTalk.org
• Getting delisted by Microsoft (which will list you for absolutely no reason)

MAKER MOVEMENT / INTERNET OF THINGS (IOT)

• Adafruit
• CardboardChallenge
• DIY.org
• DS106.us
• Exploratorium & blog
• GlassLabGames
• Hackster.io
• Howtoons
• Instructables.com
• Little Bits (non-free)
• Make magazine
• Make/Hack/Play together
• MakerEd.org
• Maker Faire
• MakerSpace
• MakeyMakey (non-free)
• MIT Lifelong Kindergarten
• Soft circuits
• Sparkfun
• Thingiverse
• Young Makers

MAKER MOVEMENT - ARTICLES

• Maker Movement Reinvents Education (Newsweek
• The Maker movement makes its mark (USA Today)

MAKER MOVEMENT - JASPER

• Jasper: Open-source platform for developing always-on, voice-controlled applications
• Info/documentation
• Client

MAKER MOVEMENT - RASPBERRY PI

• Raspberry Pi Resources
• Official Rasperry Pi Projects Book

MATH

• BetterExplained.com
• Immersive Math - Jacob Ström, Kalle Åström, and Tomas Akenine-Möller

MATH - IMAGINARY NUMBERS

• Imaginary Numbers Are Real - Welch Labs

MATH - LINEAR ALGEBRA

• The Essence of Linear Algebra
• Linear Algebra - KhanAcademy.org
• Immersive Linear Algebra - J. Ström, K. Åström, and T. Akenine-Möller
• Linear Algebra chapter in "Deep Learning," Ian Goodfellow, Yoshua Bengio and Aaron Courville
  • Talk on Chapter 1
  • Talk on Chapter 2: Linear Algebra
  • Talk on Chapter 3: Probability
• Computational Linear Algebra for Coders course - fast.ai | textbook & videos

MATH - STATISTICS

• Statistics - KhanAcademy.org

MISCELLANEOUS

• AirConf 2014
• List of Programming Screencast Series - Avdi Grimm
• Metacasts.tv (non-free) - Mark Bates

MOBILE

• Web Fundamentals: Best practices for great multi-device web experiences - Udacity + Google
• App Developers' Conference
• Fast WebView Applications & Building WebView Applications
• Would you like a Mobile App with That?

MOBILE - ANDROID DEVELOPMENT

• Android Bootcamp Series 2012

MOBILE - CROSS-PLATFORM DEVELOPMENT

• Cordova
• Ionic Framework
• PhoneGap

MOBILE - FLUTTER

• Flutter: How We're Building a UI Framework for Tomorrow at Google - Eric Seidel

MOBILE - iOS DEVELOPMENT

• Building iOS Apps With RubyMotion - Ray Hightower (Aloha RubyConf 2012)
• RubyMotion: Native iOS Apps in Ruby - James Miller
• Inside RubyMotion - Rich Kilmer (RubyConf 2012)
• RubyMotion: Rubyizing iOS development - Amit Kumar (GoGaRuCo 2012)
• RubyMotion: Ruby in your pocket - Laurent Sansonetti (CascadiaRuby 2012)

MOBILE - CROSS-DEVICE TESTING

• Bunyip
• Grunt: Intro | Github | Getting Started

MONGODB

• Manual
• Video presentations
• Planet MongoDB
• MongoDb Blog
• StackOverflow

NEWS

• Unpaywall - "Legal, fair, and sustainable" Chrome plugin for "read[ing] over 52% of research papers for free"

NEWS - EDUCATION

• EdSurge

NEWS - HARDWARE

• Hot Hardware
• The Register: Internet of Things

NEWS - HEALTHCARE

• Axios
• Clinician Today
• Health Data Management
• Health IT Outcomes
• Healthcare Informatics
• Healthcare IT News
• Health Management Technology
• HIT Consultant
• Modern Healthcare
• NueMD
• Search Health IT
• US News & World Report
• Wall Street Journal

NEWS - PROGRAMMING

• Application Development Trends
• arXiv.org - 1.3 million e-prints in Physics, Mathematics, Computer Science, Quantitative Biology, Quantitative Finance and Statistics | Librarian: Chrome plugin for comments on arXiv papers
• Computerworld
• Dr. Dobb's
• DZone
• Enterprise Apps Today
• HackerNoon.com
• Huffington Post
• I Programmer
• InfoQ
• InfoStor
• InfoWorld
• IT World
• Nautil.us
• Phys.org
• Programmable Web
• Quanta
• The Register
• ScienceDaily: Computer programming | Hacking | Software
• Software Development Times
• Sitepoint

NEWS - ROBOTICS

• Motherboard
• Neuroscience News
• Phys.org
• Science Mag

NEWS - SCIENCE

• Aeon
• Axios
• Digital Journal
• Neuroscience News
• NOVA
• Phys.org
• Quanta Magazine
• Science
• Science Daily
• STAT: Reporting from frontiers of health & medicine
• Tech Times
• TED Science
• The Register
• Tumble Science Podcast For Kids
• The Verge
• Wired
• World Science Festival

NEWS - SECURITY

• CNBC
• Healthcare Information Security Podcast
• Infosecurity
• (In)Secure
• ReadWrite
• The Register

NEWS - TECH

• Aeon
• All Tech Considered
• Ars Technica
• Backchannel
• BBC
• Bloomberg
• Business Insider
• China Money Network
• CNBC
• Cnet
• CNN
• The Conversation
• Digital Journal
• Discovery
• Engadget
• Extreme Tech
• Fast Company
• Forbes
• Future Tense (Slate)
• Futurism
• GeekWire
• Gizmodo
• Google
• Guardian
• Huffington Post
• IAAA Spectrum
• Inhabit
• Live Science
• Mashable
• Medium
• Motherboard
• Nautil.us
• Network World
• Neuroscience News - Robotics
• New Scientist
• New York Times
• The Next Web
• NPR
• PC Mag
• Phys.org
• Re/Code
• ReadWrite
• The Register
• Reuters
• ScienceDaily
• Seattle Times
• Second Nexus
• Singularity Hub
• Slashdot
• The Stack
• Star Talk Radio
• Tech.co
• Tech Crunch
• Tech Hive
• TechNewsWorld
• Tech Radar
• Tech Republic
• Tech Times
• Tech World
• VentureBeat
• The Verge
• Wait But Why
• Wired
• Yahoo
• ZDNet

NGINX

• Nginx: About | Docs | FAQ | Twitter | Blog

NODE.JS

• Ryan Dahl: Less is More with Node.js - Ryan Dahl (JSConf US 2013)
• Build Your API With Node.js
• Intro to Node.js - Edward O'Connor

NODE.JS - COOL STUFF

• node-canvas

NODE.JS - NPM

• Package Managers: An Introductory Guide (covers NPM & Bower)

OCAML

• Real-World OCaml - Yaron Minsky, Anil Madhavapeddy, and Jason Hickey & Table of Contents (HTML)
• Caml Trading - Yaron Minsky (Jane Street Capital)

OCAML - REASON

• Reason
• Reasonable App: starter kit for writing Elm apps with Reason on the JS side - Murphy "splodingsocks" Randle

OCAML - REASON - REASON REACT

• ReasonReact
• A ReasonReact Tutorial - Jared Forsyth
• Advanced ReasonReact: Higher Order Components - Jared Forsyth

OCTAVE

• Machine Learning - Andrew Ng (Coursera)
• GNU Octave: Free Your Numbers - John W. Eaton et al. (Feb 2011)
• Intro to Octave - Dr. P.J.G. Long - 2005

OOP

• OOP and Philosophy - Steve Klabnik (RubyMidwest 2013)

PERL

• Modern Perl, 4th ed (free ebook)

POSTGRESQL

• Official manuals
• Official FAQ
• PostgresWeekly.com
• PGCasts.com
• PostgreSQL awesomeness for Rails developers
• Redis in my Postgres (linking multiple Postgres dbs or Postgres and Redis/MySQL/Oracle/Twitter/ODBC/etc.)
• Postgres FTW: Postgres Is Just Easier - Guyren Howe
• Postgres Rules
• Postgres, the Best Tool You're Already Using - Adam Sanderson (RailsConf 2013)
• PostgreSQL proficiency for Python people - Christophe Pettus (PyCon 2014)
• Porting ActiveRecord validations to Postgres - Sean Huber

POSTGRESQL - ADVANCED FEATURES

• Is PostgreSQL Your Next JSON Database? - Dj Walker-Morgan
• PostgreSQL’s Powerful New Join Type: LATERAL - Dan Robinson
• Range Types in PostgreSQL 9.2 - Your Life Will Never Be the Same - Jonathan S. Katz (Postgres Open)
• Full-Text Search: Seek and Ye Shall Find - Dan Scott (Postgres Open)
• Using PostgreSQL and jsonb with Ruby on Rails - Nando Vieira

POSTGRESQL - POSTGREST

• PostgREST - REST API for any Postgres database

POSTGRESQL - REPLICATION

• Streaming Replication (Postgresql.org)
• WAL-E: Continuous Archiving for Postgres
• Debezium: Change data capture for a variety of databases & Debezium.io
• BottledWater: Change data capture from PostgreSQL into Kafka (Confluent.com)
• repmgr: Replication Manager for PostgreSQL

POSTGRESQL - VIDEOS

• PGCon 2015 videos
• PGConf US
• Youtube

PRODUCT DEVELOPMENT

• Essentials of Product Development - Ryan Singer (WindyCityRails2012)

PRODUCT DEVELOPMENT - PROFESSIONALISM / EXCELLENCE / EFFICIENCY

• The Twelve-Factor App - Adam Wiggins
• 10 Philosophies for Engineers - Jeff Meyerson
• Building a Culture of Learning - Joe Mastey (MountainWest RubyConf 2015)
• Code Club - Saron Yitbarek (LoneStarRuby 2015)
• Real Developers Ship (a.k.a Tenets for Software Delivery) - Sebastian von Conrad (Ruby Australia 2014)
• Software is Details - Kevlin Henney (SATURN 2017)
• Great Developers Steal - Ben Scofield (Scotland Ruby Conf 2011)
• Being an Excellent Software Developer - Michael Norton (WindyCityRails2012)
• Cultures of Effective Learning - Jeff Cohen (WindyCityRails2012)
• Continuous Testing - Ruby-Toolbox
• 10-item work-efficiency recipe
• Keynote - Tom Preston-Werner (GitHub) (NLC 2011)
• Level Up! Test-driving your personal development - Alan Gardner (Scotland Ruby Conf 2011)
• Teach Your Way to Better Code - Felix Clack (Ruby Australia 2014)
• Legacy - Chad Fowler (Aloha RubyConf 2012)
• Nobody will Train You but You - Zachary Briggs (RailsConf 2013) & Ruby MidWest 2013
• Build a Bigger Brain: How Healthy Living Makes You Smarter - Joe Kutner (BigRuby 2013)
• The Most Important Optimization: Happiness (BigRuby 2013)
• The War For Talent: How To Succeed As an Employer or Engineer - Allan Grant (RailsConf 2013)

PRODUCT DEVELOPMENT - PEOPLE, PROCESS & TEAMS

• We fired our top talent. Best decision we ever made - Jonathan Solórzano-Hamilton
• Humane Development - Ernie Miller (RailsConf 2015) & (RubyOnAles 2015
• Patterns of Effective Teams - Dan North (GOTO Chicago 2017)
• What We Actually Know About Software Development, and Why We Believe It’s True - Greg Wilson
• Amelia Bedelia Learns to Code - Kylie Stradley (RailsConf 2015)
• Lessons from Theater and Software - Kevin Stevens (Rocky Mountain Ruby 2013)
• 5 Things I Wish Someone Had Told Me About Programming Before I Started - Kerri Miller (RubyConf 2014)
• Building a Culture of Quality - Bryan Helmkamp (LoneStarRuby 2013)
• Ready To Code: Automate Your Development Environment - David Kerber (RubyMidwest 2013)
• Keynote: Hacking Passion - Katrina Owen (LoneStarRuby 2013)
• Failure for Fun and Profit! - Kerri Miller (RubyMidwest 2013)
• Architecting the Chaos - Building Travis CI - Konstantin Haase (SteelCityRuby 2013)
• Keep Software Weird - Leon Gersing (SteelCityRuby 2013)
• The End of Fun - Sarah Mei (LoneStarRuby 2013)
• GET / Better - Mark Bates (Burlington Ruby 2013)
• James Edward Gray II keynote (Ruby Midwest 2013)
• Channel Your Inner Jason Bay: How to Be Productive On a New Team - Ashish Dixit (SteelCityRuby 2013)
• Rockstars & Consultants, Who needs 'em? - Lori Olson (Aloha RubyConf 2012)
• Does pair programming have to suck? - Angela Harms (Ruby Midwest 2011)
• Joe O'Brien - People: the missing ingredient (GoGaRuCo2012)
• Must Have 10+ Years People Experience - Ashe Dryden (Ruby MidWest 2013)
• The Future of Work: Back to First Principles - Scott Chacon (Barcelona RuCo 2012) & alt version
• Unsucking Your Team's Development Environment - Zach Holman (Barcelona RuCo 2012)
• Real Software Engineering - Glenn Vanderburg (Lone Star RubyConf 2010)
• A Short History of Software Engineering - Paolo Perrotta (Barcelona RuCo 2012)
• How to Build a Sustainably Awesome Development Team - Jim Remsik & Les Hill (Lone Star RubyConf 2010)
• How GitHub Uses GitHub to Build GitHub - Zach Holman (Ruby Midwest 2011)
• People Patterns - Joe O'Brien (Ruby Midwest 2011)
• WideTeams.com (podcasts on remote collaboration)
• Move Fast and Make Things - Adam Keys (BigRuby 2013)

PRODUCT DEVELOPMENT - COMMUNICATION TOOLS

• Basecamp
• GitLab HQ
• Pivotal Tracker

PROGRAMMING

• 24-page zine collection of linux/systems comics - Julia Evans
• Every Programmer Should Know - Alexey Migutsky
• Core Design Principles for Software Developers - Venkat Subramaniam
• Design Patterns in the Light of Lambda Expressions - Venkat Subramaniam

PROGRAMMING - ACTOR MODEL

• Get to know the Actor Model - Roberto Dip
• Thinking in actors - Saša Jurić (WebCamp Zagreb 2014)
• Hewitt, Meijer and Szyperski: The Actor Model (everything you wanted to know...)

PROGRAMMING - BOOKS

• 97 Things Every Programmer Should Know - various authors, O'Reilly
• The Architecture of Open Source Applications
• The Codeless Code - Qi
• Essential Coding Theory - Venkatesan Guruswami, Atri Rudra and Madhu Sudan
• Foundations of Computer Science - Al Aho and Jeff Ullman
• GitBook.com
• How to Design Programs - Matthias Felleisen, Robert Bruce Findler, Matthew Flatt, Shriram Krishnamurthi
• Introduction to Computing: Explorations in Language, Logic and Machines - David Evans | PDF | Read online
• Patterns of Software - Richard P. Gabriel
• Producing Open Source Software: How to Run a Successful Free Software Project - Karl Fogel
• Programming Models for Distributed Computing - Northeastern University CS7680

PROGRAMMING - BLOGS

• AListApart.com
• Code Words
• Dev.to
• Dr. Dobbs
• The Effective Engineer - Edmond Lau
• TheGeekStuff.com
• Hacker Noon
• Indie Hackers
• Jeff Atwood - "Coding Horror"
• Joel Spolsky - JoelOnSoftware.com
• MartinFowler.com
• Medium.com - Software Development
• Scott Hanselman
• StackOverflow

PROGRAMMING - CODE REVIEWS

• Code Review in Remote Teams - Sean Hammond
• Goldilocks And The Three Code Reviews - Vaidehi Joshi (RailsConf 2017)

PROGRAMMING - CONCURRENCY

• Thinking Outside the Synchronisation Quadrant - Kevlin Henney (NDC {London} 2017)
• Distributed, Eventually Consistent Computations - Christopher Meiklejohn

PROGRAMMING - DCI (DATA, CONTEXT, INTERACTIONS)

• Data, Context and Interaction - Wikipedia
• Trygve Reenskaug - DCI: Re-thinking the foundations of object orientation and of programming (Øredev Conference 2009)
• The DCI Architecture: Supporting the Agile Agenda - James Coplien (Øredev Conference 2009)
• Rickard Öberg - DCI in Practice (Øredev Conference 2009)
• Working with objects — in computer and mind - Trygve Reenskaug and James O. Coplien
• FullOO.info
• The DCI Architecture: A New Vision of Object-Oriented Programming - Trygve Reenskaug and James O. Coplien
• The Common Sense of Object Orientated Programming - Trygve Reenskaug

PROGRAMMING - FUNCTIONAL REACTIVE PROGRAMMING

• The introduction to Reactive Programming you've been missing - Andre Staltz
• An Event-driven and Reactive Future - Jonathan Worthington (FooCafe)
• What does it mean to be Reactive? - Erik Meijer (React 2014)
• K Things I Know About Building Resilient Reactive Systems - Joe Armstrong (React 2014)
• Functional Reactive Programming: Cleanly Abstracted Interactivity - BoostCon
• RXMarbles.com - Interactive diagrams of Rx Observables
• Stream processing, Event sourcing, Reactive, CEP… and making sense of it all - Martin Kleppmann
• An Event-driven and Reactive Future - Jonathan Worthington (FooCafe 2014)
• How To Be More Productive (With Streams) - Graham Hutton (C9 Lectures) | PDF | PPT

PROGRAMMING - HISTORY

• The Mother of All Demos, presented by Douglas Engelbart (1968)

PROGRAMMING - LANGUAGE CREATION

• Designing With Passion - Joe Armstrong, Evan Czaplicki, Bruce Tate, Dave Thomas, John Hughes (Erlang Solutions 2016)

PROGRAMMING - LEARNING (FREE)

• Code Studio
• Codecademy (Registration required)
• CS50: Intro to Computer Science - David J. Malan (Harvard)
• Fun Fun Function - Mattias Petter Johansson, a.k.a. "mpj"
• I Love Coding (Registration required)
• WatchMeCode.net (Registration required)

PROGRAMMING - LEARNING (PAID)

• Daily Drip
• Destroy All Software
• Egghead.io
• Evented Mind
• Frontend Masters
• Go Rails
• InformIT
• LearnElixir.tv - Daniel Berkompas
• LearnPhoenix.tv - Daniel Berkompas
• Lynda.com
• PeerToPeer.io
• Pluralsight
• Sitepoint
• Treehouse
• Tuts+
• Udacity
• Udemy
• Upcase - Thoughtbot

PROGRAMMING - LEARNING - GAMES

• Games on Github - Lee Reilly
• Phaser.io
• Game Editor (cross-platform game creator)

PROGRAMMING - MESSAGING & QUEUES

• Decouple all the things: Asynchronous messaging keeps it simple - Kerstin Puschke (ArrrrCamp 2015)

PROGRAMMING - MESSAGING & QUEUES - RABBITMQ

• Reliable Messaging With RabbitMQ - Part 1 - JimOnDemand
• RabbitMQ Simulator
• A Transmuting Journey: From a Ruby on Rails Monolith to Elixir and Elm Microservices - Volker Rabe: Video | Slides
• RabbitMQ is the new king - Alvaro Videla & Jan Machacek
• Dissecting the Rabbit: RabbitMQ Internal Architecture - Alvaro Videla (Lambda Days 2015)

PROGRAMMING - PODCASTS

• 85 Podcasts for Developers, Programmers & Software Engineers - HackerLists.com
• Ultimate List Of Developer Podcasts - John Sonmez
• a16z - Andreessen Horowitz
• Advance Tech Podcasts
• Art of Product
• The Big Web Show
• The Bikeshed
• The Changelog
• The Cloudcast
• Code Podcast
• Cognicast
• CTRL+ClickCast
• Developer On Fire
• Dr. Dobbs TV (Video)
• Elixir Fountain
• Exponent
• FLOSS Weekly
• Full Stack Radio
• FunctionalGeekery.com
• Giant Robots
• Hansel Minutes
• Herding Code
• InfoQ Podcast
• Javascript Jabber
• The New Stack
• On Computing
• PathToPerf
• Programming Throwdown
• Ruby Rogues
• Shop Talk
• Software Engineering Daily | iTunes | Slack
• Software Engineering Radio
• Toolsday.io
• Turing-Incomplete
• The Web Ahead

PROGRAMMING - STREAM PROCESSING

• Stream Handbook - Doug McIlroy
• Learn RxJS - Brian Troncone
• RxMarbles.com

PROGRAMMING - TECHNICAL DEBT

• Tech Debt - MPJ's Musings - Fun Fun Function
• Representing Your Technical Debt - Ipek Ozkaya
• Managing Technical Debt - Steve McConnell 2008
• Technical Debt: From Metaphor to Theory and Practice - Philippe Kruchten, Robert L. Nord, and Ipek Ozkaya
• Managing Technical Debt - Steve McConnell 2013 & Construx Webinar
• Technical Debt - Martin Fowler
• Technical debt and system architecture: The impact of coupling on defect-related activity - Alan MacCormack and Daniel J. Sturtevant
• Technical Debt - The code monster in everyone's closet - Nina Zakharenko (PyCon 2015)
• The Practical Approach to Reducing Technical Debt - Spencer Greene
• Escaping the Technical Debt Cycle - Michael Feathers
• Don’t Start Up With Hidden Debt: Understanding and Managing Technical Debt - eBags
• Technical debt using dynamic indicators: NVP and IRR - Francisco Miguel García
• Architecture Wars - The competition between Features and Technical Debt: Part 1 & Part 2

PROGRAMMING - VIDEOS

• Devoxx: Belgium 2017 | Poland 2017
• GOTO channel
  • GOTO Chicago 2017
  • GOTO Amsterdam 2017
  • GOTO Berlin 2016
  • GOTO London 2016
  • GOTO Stockholm Nights: Data-Driven Decisions
  • GOTO Copenhagen 2016
• NDC Conferences (Over 1,100 conference videos)
• SkillsMatter.com/Skillscasts
• InfoQ.com videos
• Jfokus: 2016 | 2015
• O'Reilly
• OSCON 2014
• FutureTalks - NewRelic
• Forward University
• StrangeLoop 2015

PURESCRIPT

• main | learn | wiki | Github
• Pursuit: Purescript package documentation
• Learn Functional Programming with PureScript - John A De Goes (LambdaConf 2015)
• John A De Goes: The Easy Peasy Lemon Squeezy, Statically Typed, Purely Functional Programming For All Part 1 (skip first 13 mins) & Part 2
• Getting Started With Purescript
• Building Single Page Web Applications with Purescript and Erlang - Claudia Doppioslash (EUC17)
• PureScript by Example - Phil Freeman
• kRITZCREEK blog

PURESCRIPT - ELM

• Elm in Purescript - Ryan Rempel

PURESCRIPT - HELP

• Google group

PURESCRIPT - PUX (INTERFACE TO REACT)

• PureScript & Pux - Jesse Williamson (Front End Authority, Oct 2016)

PURESCRIPT - TYPES

• PureScript's Type System - Phil Freeman (Haskell Santa Monica 2017)

PURESCRIPT - VIDEOS

• Many videos on Purescript & Haskell - kritzcreek
• PureScript Community

PYTHON

• Awesome Python (curated list of awesome Python stuff)

PYTHON - ALGORITHMS

• Intro to Algorithms - MIT
• Intro to Algorithms: Social Network Analysis - Michael Littman, Brown University (Udacity)

PYTHON - CONDA

• Conda (package manager): Documentation & Github | Cheatsheet

PYTHON - CYTHON

• Cython
• Speeding up scientific python code using Cython - EuroSciPy 2014
• Cython: Speed up Python and NumPy, Pythonize C, C++, and Fortran, SciPy2013 Tutorial, Part 1 - Kurt Smith, Part 2, Part 3, Part 4
• Very gentle introduction to Cython - William Stein
• The Cython compiler for Python - Dr. Stefan Behnel (2014)
• Cython - Making Python as fast as C (Mandarin) - Mosky

PYTHON - COMPUTER VISION

• OpenCV

PYTHON - DATA ANALYSIS

• AnacondaCON 2017
• Introduction to Python & Machine Learning (with Analytics Vidhya Hackathons) - Kunal Jain
• Statistics and Machine Learning in Python - Edouard Duchesnay, Tommy Löfstedt (PDF)
• Code for "Python for Data Analysis, 2nd ed" - Wes McKinney
• Dataquest.io missions
• Harvard CS109: Data Science (2013): slides, video lectures & labs and solutions
• Harvard CS109: Data Science (2014)
• Open Courses: Free Data Science Training Courses (DataCamp.com)
• Intro to Python for Econometrics, Statistics and Data Analysis - Kevin Sheppard
• Data Mining With Python - Finn Arup Nielsen
• Clustering US Senators with K-Means - Dataquest.io
• A Complete Tutorial to Learn Data Science with Python from Scratch - Kunal Jain
• Python: Getting Started With Data Analysis - Al-Ahmadgaid Asaad
• Quantitative Economics - Thomas Sargent & John Stachurski & Python index
• Think Stats: Probability and Statistics for Programmers
• Natural Language Processing with Python
• Mining the Social Web (Git repo)
• Practical Data Science in Python - Radim Řehůřek
• scientific-python-lectures - JR Johansson
• Learn Python Through Public Data Hacking & slides
• iPython notebooks for Wes McKinney's "PyData" 2nd ed
• Bayesian Statistics Made (As) Simple (As Possible) - Allen Downey (2012)
• Social Network Analysis With Python - Maksim Tsvetovat (2012)
• Web Scraping: Reliably and Efficiently Pull Data From Pages That Don't Expect It - Asheesh Laroia (PyCon 2012)
• Social Network Analysis with Python - Maksim Tsvetovat (PyCon 2012)
• [Web scraping: Reliably and efficiently pull data from pages that don't expect it - Asheesh Laroia (2012)](http://www.youtube.com/watch?v=52wxGESwQS()
• Python for Open Data Lovers: Explore It, Analyze It, Map It - Jackie Kazil, Dana Bauer (2012)
• Interactive Data Exploration and Visualization in IPython - Tamara Knutsen (DataScience.LA 2014)
• Learn Python for Science - NumPy, SciPy and Matplotlib
• A Billion Rows per Second: Metaprogramming Python for Big Data - New Circle Training
• Python's Role in Big Data Analytics: Past, Present, and Future - Travis Oliphant (EuroPython 2014)
• Python as Super Glue for the Modern Scientific Workflow - Joshua Bloom (SciPy 2012)
• Intro to Prediction Using Python - Luke Gotszling
• R vs Python - Round 1 Round 2 Round 3

PYTHON - DATA ANALYSIS - AIRFLOW

• Apache Airflow: Platform to programmatically author, schedule and monitor workflows

PYTHON - DATA ANALYSIS - BLAZE

• Docs & Github
• Blaze ("extends NumPy and Pandas to distributed and out-of-core computing")
• Introducing Blaze - HMDA Practice - Matt Rocklin
• Dask - enables parallel computing through task scheduling and blocked algorithms

PYTHON - DATA ANALYSIS - EXCEL INTEGRATION

• xlwings: Website, Github & Quickstart
• python-excel: Website & Github
• pywin32

PYTHON - DATA ANALYSIS - GENSIM

• Gensim: Github | Tutorials | Quick Start Jupyter Notebook | API docs

PYTHON - DATA ANALYSIS - KAYAK (DEEP NEURAL NETWORKS)

• Kayak - Library for Deep Neural Networks

PYTHON - DATA ANALYSIS - MLPY

• mlpy

PYTHON - DATA ANALYSIS - NUMBA

• Numba: Pydata & Github
• Numba vs. Cython: Take 2 - Jake Vanderplas
• Accelerating Python Libraries with Numba (Part 1) - Aron Ahmadia & Part 2
• Numba Overview - Stan Seibert

PYTHON - DATA ANALYSIS - NUMPY

• Python For Data Science Cheat Sheet: NumPy Basics (DataCamp.com)
• (Tentative) NumPy Tutorial
• Numpy User Guide & PDF
• Numpy Reference Guide & PDF
• NumPy and iPython - Valentin Haenel (SciPy 2013) - Pt 1 & Pt 2
• An introduction to Numpy and Scipy - M. Scott Shell
• Numpy: Multidimensional Data Arrays - J.R. Johansson
• An Exercise With Matplotlib and Numpy (gets and analyzes weather data)- Mike Hansen

PYTHON - DATA ANALYSIS - OLAP

• Cubes (OLAP HTTP server): Website & Github
• CubesViewer

PYTHON - DATA ANALYSIS - PANDAS

• Data Analysis with PANDAS (cheatsheet)
• Python For Data Science Cheat Sheet - Pandas Basics (DataCamp.com)
• Python PANDAS Tutorial - TutorialsPoint.com (PDF)
• Pandas documentation (PDF)
  • Installation
  • FAQ
  • Overview
  • 10 Minutes to Pandas
  • Tutorials
  • Cookbook
  • Intro to Data Structures
  • Essential Basics
  • Text Data
  • Options and Settings
  • Indexing and Selecting Data
  • MultiIndex / Advanced Indexing
  • Computational Tools
  • Missing Data
  • Group By: Split-Apply-Combine
  • Merge, Join and Concatenate
  • Reshaping and Pivot Tables
  • Time Series / Date Functionality
  • Time Deltas
  • Categorical Data
  • Plotting
  • I/O Tools (Text, Excel, CSV, JSON, HDF5, ...)
  • Remote Data Access
  • Enhancing Peformance
  • Sparse Data Structures
  • Caveats and Gotchas
  • rpy2 / R Interface
  • Pandas Ecosystem
  • Comparison With R / R Libraries
  • Comparison With SQL
  • API Reference
• Easier data analysis in Python with pandas (video series) - Kevin Markham (DataSchool.io) & iPython notebooks
• Modern Pandas (7-part series) - Tom Augspurger
• Visual Guide to Pandas - Jason Wirth (ChiPy 2013)
• Pandas tutorials - PyData.org
• Tidy Data in Python Mini-Course - Vincent Lan
• Things in Pandas I Wish I'd Had Known Earlier - Sebastian Raschka
• Cheat Sheet: The Pandas DataFrame Object
• Intro to PANDAS Data Structures - Greg Reda, Working With DataFrames & Using PANDAS on the MovieLens Database
• Statistical Data Analysis in Python (4 videos) - Christopher Fonnesbeck 1 2 3 4 & iPython notebooks
• Keynote - Wes McKinney (PyCon Singapore 2013)
• Data Analysis in Python with Pandas - Wes McKinney (2012 PyData Workshop)
• Time Series Data Analysis with Pandas - Wes McKinney (ciPy 2012)
• Applied Time Series Econometrics in Python and R - Jeffrey Yau (PyData 2016)
• Python Data Visualization Cookbook
• Python Pandas Tutorial - Mikhail Semeniuk
• Remote Data Access
• Diving into Open Data with IPython Notebook & Pandas - Julia Evans (PyCon 2014) & Pandas Cookbook (iPython Notebooks)
• Detailed Look at Pandas' Indexes - Trent Hauck (O'Reilly 2014)
• NumPy/SciPy/Pandas Cheat Sheet
• Python Pandas Tutorial - Mikhail Semeniuk
• Time series analysis with Pandas - Nikolay Koldunov
• 10 Things I Hate About Pandas - Wes McKinney
• Python and Pandas for Sentiment Analysis and Investing - "sentdex"
• Manipulating/querying dataframes with Pandas (or dplyr)

PYTHON - DATA ANALYSIS - PANDAS - DATA STORAGE

• Efficiently Store Pandas DataFrames - Matthew Rocklin

PYTHON - DATA ANALYSIS - PANDAS - EXCEL INTEGRATION

• Common Excel Tasks Demonstrated in Pandas - Chris Moffitt, Part 1 & Part 2
• Combining Data From Multiple Excel Files - Chris Moffitt
• Pandas Pivot Table Explained - Chris Moffitt
• Openpyxl: library to read/write Excel 2010 xlsx/xlsm/xltx/xltm files

PYTHON - DATA ANALYSIS - PANDAS - PERFORMANCE

• Apache Arrow and the "10 Things I Hate About pandas" - Wes McKinney
• Performance Pandas - Jeff Reback

PYTHON - DATA ANALYSIS - PYBRAIN

• PyBrain

PYTHON - DATA ANALYSIS - PYMC

• PyMC user guide
• PyMC Github
• PyMC tutorial
• Bayesian data analysis with PyMC3 - Thomas Wiecki (PyData 2013)

PYTHON - DATA ANALYSIS - PYML

• PyML

PYTHON - DATA ANALYSIS - PYTABLES

• PyTables.org
• PyTables.github.io
• github.com/Pytables
• Python and HDF5 - Fast Storage for Large Data - Mike Müller (PyCon 2012)
• HDF5 is for lovers - Anthony Scopatz (SciPy 2012)
• Managing Large Datasets with Python and HDF5 - Andrew Collette (2014)
• Modern scientific computing and big data analytics in Python - Edward Schofield (PyCon Australia 2013)

PYTHON - DATA ANALYSIS - R INTERFACES

• RPy2 documentation
• RMagic for iPython Notebook
• Using R Within the iPython Notebook
• RMagic Functions Extension

PYTHON - DATA ANALYSIS - SCIKIT-LEARN

• API
• Documentation
• User Guide
• Machine Learning in Python with Scikit-Learn - DataSchool.io
• scikit-learn video: #1: Intro to machine learning with scikit-learn | #2: Setting up Python for machine learning | #3: Machine learning first steps with the Iris dataset | #4: Model training and prediction with K-nearest neighbors | #5: Choosing a machine learning model | #6: Linear regression (plus pandas & seaborn) | #7: Optimizing your model with cross-validation | #8: Efficiently searching for optimal tuning parameters | #9: Better evaluation of classification models
• Realtime Predictive Analytics Using scikit-learn and RabbitMQ - Michael Becker (PyCon 2014)
• Know Thy Neighbor: Scikit and the K-Nearest Nearest Neighbor Algorithm - Portia Burton (PyCon 2014)
• Intro to Machine Learning: Pattern Recognition for Fun and Profit - Sebastian Thrun and Katie Malone (Udacity)
• SciKit-Learn Tutorial - Jake VanderPlas (PyData 2012)
• Intro to Scikit-learn (1) - Gaël Varoquaux, Jake Vanderplas, Olivier Grisel (SciPy 2013) 2 & 3
• Tutorial on statistical-learning for scientific data processing
• Practical Machine Learning in Python - Matt Spitz (2012)
• Intro to Interactive Predictive Analytics in Python with scikit-learn - Olivier Grisel (PyCon 2012)
• How to Get Started with Machine Learning - Melanie Warrick (PyCon 2014)
• Social Network Analysis With Python - Maksim Semeniuk (2012)
• Intro to scikit-learn: Machine Learning in Python - Jake VanderPlas & Olivier Grisel (PyCon 2014), 2014 tutorial materials, 2013 tutorial materials & Jake VanderPlas (PyData 2012)
• Intro to Scikit-Learn - Jake Vanderplas, Intermediate Scikit-Learn
• Diving deeper into Machine Learning with Scikit-learn - Olivier Grisel and Jake VanderPlas (PyCon 2014)
• Advanced Machine Learning with scikit-learn - Olivier Grisel (2013)
• Statistical Machine Learning for Text Classification With Scikit-learn and NLTK - Olivier Grisel (PyCon 2011)
• Scikit-learn video tutorials
• Enough Machine Learning to Make Hacker News Readable Again - Ned Jackson Lovely (PyGotham 2014) & (PyCon 2014
• Building a Beer Recommender, slides & live demo
• Forecasting beer consumption with sklearn
• scikit-learn-book - gmonce

PYTHON - DATA ANALYSIS - SCIPY

• SciPy Reference Guide & PDF & Github
• SciPy Cookbook
• Scientific Python lecture notes - EuroScipy tutorial team & PDF
• SciPy: Library of scientific algorithms for Python - JR Johansson
• Topical Software (add-on software relevant to SciPy, categorized by scientific discipline or computational topic)

PYTHON - DATA ANALYSIS - SPYRE

• Live example
• Spyre (Github)
• From DataFrame to Web Application in 10 Minutes - Adam Hajari (PyData NYC 2014)

PYTHON - DATA ANALYSIS - SQL

• Comparing Pandas with SQL
• Translating SQL to pandas. And back - Greg Reda (PyData NYC 2014)
• pandasql (query Pandas with SQL)

PYTHON - DATA ANALYSIS - STATSMODELS

• StatsModels documentation
• Statsmodels
• Statsmodels tutorial - Skipper Seabold (ciPy 2012) & code
• Included datasets
• Multiple Regression using Statsmodels

PYTHON - DATA ANALYSIS - SYMPY

• SymPy documentation
• Symbolic Computing With SymPy (SciPy 2013) - 1 2 3 4 5 & 6
• Sympy - Symbolic algebra in Python - JR Johansson

PYTHON - DATA ANALYSIS - TPOT

• TPot: Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming: Documentation | Github

PYTHON - DATA ANALYSIS - VIDEOS

• PyData NYC 2015 conference videos
• PyData conference videos

PYTHON - DATA ANALYSIS - XRAY

• xray - Pandas-like and pandas-compatible toolkit for analytics on multi-dimensional arrays

PYTHON - DATABASE ADAPTERS

• Psycopg (for PostgreSQL)
• Psycopg tutorial
• PyMySql (for MySQL)
• PyMySql tutorial

PYTHON - DJANGO

• DjangoCon.us 2016 videos
• DjangoCon 2014 videos

PYTHON - DOCUMENTATION

• Basic Doctest Python - Daniel Arbuckle
• doctest: Test interactive Python examples
• Intro to doctest2 for existing users of doctest
• Documentation, Testing and Packaging - Jake Vanderplas

PYTHON - FALCON (API FRAMEWORK)

• Falcon API framework

PYTHON - FINANCE

• QuantStart.com
• Financial analysis Python tutorial - Thomas Wiecki
• Python for Quant Finance - Yves Hilpisch (PyData NY 2014)
• Python Charting Stocks/Forex for Technical Analysis - Sentdex
• Quantopian - the people behind Zipline
• Building Quant Equity Strategies in Python - Dr. Jess Stauth
• ultra-finance - real-time financial data collection, analyzing & backtesting trading strategies
• Practical Approaches to Problems in the Financial Industry using Python - Andy Fundinger (PyGotham 2014)
• Quant.StackExchange.com

PYTHON - FINANCE - IBPY

• IbPy (Interactive Brokers online trading system Python API
• How to use IBPy Python with Interactive Brokers TWS API For Automated Trading - Sentdex
• Using Python, IbPy and the Interactive Brokers API to Automate Trades

PYTHON - FINANCE - TA-LIB

• ta-lib (Python wrapper for TA-Lib)
• TA-lib: Technical Analysis Library

PYTHON - FINANCE - QUANTLIB

• The QuantLib Notebooks
• Implementing QuantLib - Luigi Ballabio

PYTHON - FINANCE - ZIPLINE

• Algorithmic Trading with Zipline - Thomas Wiecki
• Zipline - algorithmic trading library & docs

PYTHON - FUNCTIONAL PROGRAMMING

• Functional Programming in Python - Daniel Kirsch (PyData Berlin 2016)
• Learning Data Science Using Functional Python - Joel Grus

PYTHON - FUNCTIONAL PROGRAMMING - MOCHI

• Mochi

PYTHON - GAMES

• Making Games with Python & Pygame
• Invent Your Own Computer Games With Python, 2nd ed
• PyGame.org & tutorials

PYTHON - GAMES - CHESS

• Jerry & Building Jerry
• PyStockfish (chess engine)
• Sunfish (simple, extensible chess program)
• Chessnut (another simple chess program
• PyChess.org
• TalkChess.com computer chess club (not just Python)

PYTHON - GETTING STARTED

• Why use Python? Personally, I was blown away by Python's statistical analysis tools and the amazing interactive graphics producible with data processed by Python. Some examples: time-series (ARMA) modeling/forecasting, discrete-choice modeling, vector autoregression modeling/forecasting
• I use and recommend Anaconda: Docs, Install Anaconda & Getting started guide
• I use and recommend using iPython Notebook. A great way to start is by skimming through some of the many iPython Notebooks on the web. You can find many at this gallery of links to iPython Notebooks.
• I recommend these Python learning materials and these free online books
• If you're feeling ambitious and don't want to start with Python but jump straight to data analysis, the Harvard CS 109 ("Data Science") lectures listed under PYTHON - DATA ANALYSIS seem excellent.

PYTHON - GETTING STARTED - ANACONDA

• If you're installing Python on your computer, I recommend Continuum Analytics' Anaconda.
• Advanced Features of Conda Part 1 & Part 2

PYTHON - GENERATORS & ITERATORS

• Loop like a native: while, for, iterators, generators - Ned Batchelder
• Python generator functions for massive performance improvements with lists - sentdex
• Iteration and generators: The Python way
• Fun with iterators and generators - Malcolm Tredinnick
• Generators: The Final Frontier - David Beazley (PyCon 2014)

PYTHON - GRAMPS (GENEALOGY)

• Gramps Python project
• Gramps project

PYTHON - GRAPHICS

• Up and Down the Python Data and Web Visualization Stack - Rob Story (PyData 2014 Silicon Valley)

PYTHON - GRAPHICS - 3D VISUALIZATION

• MayaVI & Github repo

PYTHON - GRAPHICS - AVOPLOT

• Life After Matplotlib: Harder, Better, Faster, Stronger - Kayla Iacovino (PyData 2014 London)

PYTHON - GRAPHICS - BEARCART

• Bearcart (Pandas time series -> Rickshaw.js)

PYTHON - GRAPHICS - BOKEH

• Data Applications with Bokeh - Bryan Van De Ven (PyData 2016)
• Bokeh in iPython Notebook - ContinuumIO
• Tutorial
• Gallery
• Bokeh User Guide
• Bokeh Reference
• New in Bokeh 0.6
• Interactive Browser Visualizations from Python with Bokeh - Bryan Van De Ven (PyData 2014) & tutorial files & slides
• Bokeh: An Extensible Implementation of the Grammar of Graphics in Python - Peter Wang & Hugo Shi (2012)
• Data Analysis with Python, Pandas, and Bokeh - Chris Metcalf

PYTHON - GRAPHICS - GGPLOT

• Data Visualization for Social Science - Kieran Healy (Duke)
• Ggplot for Python - Greg Lamp (PyData 2014 Silicon Valley), Github tutorial & slides
• Analyzing MLB data with ggplot - Greg Lamp & slides

PYTHON - GRAPHICS - MAPS

• Making Interactive Maps For the Web - Zain Memon (2012)
• Spatial Data and Web Mapping With Python
• Using Geospatial Data with Python - Kelsey Jordahl (SciPy2013), Part 1 of 6, Part 2, Part 3, Part 4, Part 5, Part 6

PYTHON - GRAPHICS - MAPS - FOLIUM

• Folium (Python Data -> Leaflet.js Maps)

PYTHON - GRAPHICS - MATPLOTLIB

• Intro Notes: Matplotlib
• Matplotlib API, PDF documentation, examples index, examples gallery & screenshots gallery
• Pyplot API
• Matplotlib - Chris Fonnesbeck
• Matplotlib Intro - Jake Vanderplas Matplotlib In-depth
• Beyond Defaults: Creating Polished Visualizations Using Matplotlib - Hannah Aizenman (PyConUS 2014)
• Matplotlib: Past, Present and Future - Michael Droettboom (SciPy 2013)
• Matplotlib - 2D and 3D plotting in Python - JR Johansson
• Tutorial: Advanced Matplotlib - library author John Hunter
• Plotting With MatPlotLib - Mike Müller
• Intro to NumPy and Matplotlib
• An exercise with matplotlib and numpy
• matplotlib: Lessons From Middle Age - John Hunter
• Advanced Matplotlib - Ryan May
• Plotting With Matplotlib - Mike Mueller
• Anatomy of Matplotlib (1 of 3) - Benjamin Root (SciPy 2013), (2 of 3), (3 of 3) & iPython Notebooks

PYTHON - GRAPHICS - MATPLOTLIB - MPLD3

• MPLD3

PYTHON - GRAPHICS - MATPLOTLIB - SEABORN

• Seaborn: Statistical data visualization
• Gallery
• Tutorial

PYTHON - GRAPHICS - TUFTE SLOPE GRAPHS

• Tufte slope graphs & example

PYTHON - GRAPHICS - VINCENT

• Vincent (Python to Vega translator)
• Intro to Pandas and Vincent
• Mapping Data in Python with Pandas and Vincent

PYTHON - IPYTHON NOTEBOOK / JUPYTER

• All About Jupyter - Brian Granger
• iPython
• Documentation
• Documentation & Keyboard Shortcuts & Cookbook
• Quick reference sheets
• The iPython Notebook Revolution - Catherine Devlin (2013)
• Gallery of interesting iPython Notebooks
• iPython.org example notebooks
• Learning iPython for Interactive Computing and Data Visualization - Cyrille Rossant
• iPython Interactive Computing and Visualization Cookbook
• iPython Minibook code - Cyrille Rossant
• IPython: Python at your fingertips - Fernando Pérez (PyCon 2012)
• IPython In Depth: High-Productivity Interactive and Parallel Python - Fernando Pérez (PyCon 2014) & (PyCon 2012)
• iPython: Tools for the Entire Lifecycle of Research Computing - Fernando Perez et al. (ciPy 2012)
• Mining Social Web APIs With iPython Notebook - Matthew Russell (PyCon 2014)

PYTHON - IPYTHON NOTEBOOK - DEBUGGING

• %debug, %pdb, and %run -d xyz.py
• Using the Python debugger

PYTHON - IPYTHON NOTEBOOK - INTERESTING NOTEBOOKS

• Gallery of Interesting iPython Notebooks

PYTHON - IPYTHON NOTEBOOK - MAGIC

• Cell Magics
• Cython Magic Functions

PYTHON - IPYTHON NOTEBOOK - NBCONVERT

• Converts iPython Notebooks to HTML, Latex, Reveal.js slideshows, Markdown, reStructured Text, or Python scripts
• Now part of iPython
• Converting notebooks to other formats

PYTHON - IPYTHON NOTEBOOK - NOTEBOOK.JS

• Notebook.js (render iPython notebooks on the fly in the browser or node.js)

PYTHON - LEARNING

PYTHON - LEARNING - BASICS

• Python Programming Tutorials - Socratica
• Simple programs
• Programming for Absolute Beginners: Building Skills in Programming - Steven F. Lott
• Beginner's Guide: For Non-Programmers | For Programmers
• Google's Python Class
• Hackr.io Python resources list
• Introduction to Programming With Python - Microsoft Virtual Academy (Jumpstart)
• Coursera.org Python courses
• EdX.org Python courses
• Udemy.com Python courses & non-free
• Python Notes/Cheatsheet
• Introduction to Computing using Python - David Joyner (Georgia Institute of Technology & EdX)
• Beginner Python 3+ tutorials - Harrison Kinsley & All tutorials
• Python 3 Tutorial - Bernd Klein or Python 2 Tutorial
• Learn to Program: The Fundamentals - Jennifer Campbell and Paul Gries - U of Toronto (Coursera)
• Programming Foundations with Python: Learn Object-Oriented Programming - Kunal Chawla (Udacity)
• Python for Informatics: Exploring Information - Charles Severance, PDF & videos
• Intro to Python - Keven Sheppard
• Programming for Everybody (Getting Started with Python) - Charles Severance (University of Michigan)
• Python Data Structures - Charles Severance (University of Michigan)
• Using Python to Access Web Data - Charles Severance (University of Michigan)
• Using Databases With Python - Charles Severance (University of Michigan)
• Let's Learn Python - Trevor Payne
• Hello, Little Turtles!
• Python Programming - Introduction - TDChannel
• Google's Python Class: Website, Google Python Class Day 1, Pt 1: Intro & Strings, Day 1, Pt 2: Lists, Sorting and Tuples, Day 1, Pt 3, Day 2, Pt 1: Regular Expressions, Day 2, Pt 2: Utilities: OS & Commands, Day 2, Pt 3: Utilities: URLs, and HTTP, Exceptions, Day 2, Pt 4: Closing Thoughts
• An Introduction to Interactive Programming in Python - Rice University (Coursera) & Course 2
• Short Python tutorials - Bucky Roberts
• Python for Programmers: A Project-Based Tutorial - Alexandra Strong, Kantharine Jarmul and Christine Cheung
• Documentation, Testing, and Packaging - Jake Vanderplas
• Introduction to Computer Science and Programming - MIT & on Youtube
• An introduction to Python for absolute beginners - Bob Dowling
• Introduction to Python for Computational Science and Engineering (A Beginner's Guide) - Hans Fangohr
• Intro to Computer Science and Programming Using Python (part 1) - MIT
• Introduction to Programming Using Python - Brian Heinold
• Python Design Patterns 1 - Brandon Rhodes
• Hands-On Introduction to Using Python in the Atmospheric and Oceanic Sciences - Johnny Wei-Bing Lin (free 1st ed)
• Object Oriented Design - Niko Wilbert
• How to write actually object-oriented Python - Per Fagrell (PyGotham 2014)
• The Hitchiker's Guide to Python
• Command line Python scripts
• A hands-on introduction to Python for beginning programmers - Jessica McKellar (PyCon 2014) & (PyCon 2013)
• Intro to Electrical Engineering and Computer Science I - MIT
• Learn Python the Hard Way
• The best way to learn Python - Charl Botha: Part 1: Install Anaconda on Linux, Part 2: Install Anaconda on Windows, Part 3: Variables, control flow, plotting!, Part 4: slicing, string interpolation, list comprehension, Part 5: Object-oriented programming and bouncing balls
• Visualize Python code execution
• Gotcha — Mutable default arguments & Common Gotchas
• Python Koans

PYTHON - LEARNING - BOOKS (FREE)

• Automate the Boring Stuff - Al Sweigart
• A Byte of Python
• Functional Programming in Python - David Mertz
• Fundamentals of Python - Richard L. Halterman
• Python Programming
• Python Tutorial (TutorialsPoint.com)
• The Python Tutorial (Python 3) & Python 2
• Think Complexity
• Think Python
• Programming Python, 4th ed
• Building Skills in Python
• Dive into Python 3
• Building Skills in Object-Oriented Design
• Hacking Secret Ciphers with Python
• Hands-On Python Tutorial
• How to Think Like a Computer Scientist: Learning with Python & PDF
• Official Python Documentation

PYTHON - LEARNING - VIDEOS

• PyVideo.org
• PyCon 2016
• Khan Academy
• Introduction to Computational Thinking and Data Science - MIT
• Python Fundamentals Training
• Python Course - Kevin Sheppard (University of Oxford)
• Python for Developers - Luiz Eduardo Borges
• Transforming Code into Beautiful, Idiomatic Python - Raymond Hettinger (2013)
• Python 3.3: Trust Me, It's Better Than 2.7 - Brett Cannon (PyCon US 2013
• Python for Ruby Programmers - Mike Leone (LA Ruby Conf 2013)
• PyGotham 2014 talks (click on talk to see video link)
• Super Advanced Python - Raymond Chandler III
• Keynote - Raymond Hettinger (2013)
• All Your Ducks In A Row: Data Structures in the Std Lib and Beyond - Brandon Rhodes (PyCon 2014)
• Militarizing Your Backyard with Python: Computer Vision and the Squirrel Hordes - Kurt Grandis (PyCon 2012)
• Decorators 101: A Gentle Introduction to Functional Programming - Jillian Munson (PyGotham 2014)

PYTHON - MODULES & PACKAGING

• Tutorial on Installing Packages, Tutorial on Packaging & Distributing Packages, Tool Recommendations & Advanced Packaging Topics
• Python Packaging User Guide
• Python Tutorial - Modules
• Sample project with best practices- Python Packaging Authority
• Python Module Index & Standard Library
• Modules 101: how to avoid spaghetti, big balls of mud and houses of straw! - Graeme Cross (PyCon Australia 2013)
• Hitchhiker's Guide to Python: Structuring Your Project & Packaging Your Code
• How to Setup a new Python Project - Felix Wick (EuroPython 2014)
• 5 Simple Rules For Building Great Python Packages
• Distributing Python Modules (Python 3.4)
• Nobody Expects the Python Packaging Authority - Nick Coghlan (PyCon Australia 2013)
• Importing iPython Notebooks as Modules
• Youtube
• Python Packages and You - Harold Abnabit
• Python packaging simplified, for end users, app developers - Asheesh Laroia (PyCon 2014)

PYTHON - MODULES & PACKAGING - VERSIONEER

• python-versioneer

PYTHON - MODULES & PACKAGING - WHEELS

• Grug make fire! Grug make wheel! - Russell Keith-Magee (PyCon Australia 2014)
• Wheel
• PythonWheels.com

PYTHON - PERFORMANCE

• Fast Python, Slow Python - Alex Gaynor (PyCon 2014)
• Tools for high-performance computing applications - JR Johansson
• Beginners' Guide to Concurrency and Parallelism in Python - Marcus McCurdy

PYTHON - PERFORMANCE - DASK

• Dask - minimal task scheduling abstraction and parallel arrays (ContinuumIO): Github | Documentation

PYTHON - PYLAB

• DON'T USE PYLAB!!!
• Please Stop Using Pylab

PYTHON - PYPI

• PyPI - The Python Package Index (45,000 Python packages)

PYTHON - SPYDER

• Spyder (Scientific PYthon Development EnviRonment)

PYTHON - TESTING

• Improve your testing with Pytest and Mock - Gabe Hollombe (PyCon SG 2015)
• Why I use py.test and maybe you should too - Andy Todd (PyCon Australia 2013)
• Testing Your Code (Python Guide)
• Getting Started Testing - Ned Batchelder (PyCon 2014)
• Documentation, Testing and Packaging - Jake Vanderplas
• Version Control and Unit Testing for Scientific Software Tutorial, Part 2 of 3 - Matt Davis (SciPy 2013)

PYTHON - TESTING - MOCK

• Mock documentation as PDF

PYTHON - TESTING - NOSE

• Testing with node
• Testing in Python: Using nose & mocks - Yuki

PYTHON - TEXT ANALYSIS

PYTHON - TEXT ANALYSIS - NATURAL LANGUAGE TOOLKIT (NLTK)

• Statistical Machine Learning for Text Classification With Scikit-learn and NLTK - Olivier Grisel (PyCon 2011)
• Enough Machine Learning to Make Hacker News Readable Again - Ned Jackson Lovely (PyGotham 2014) & (PyCon 2014
• Getting Started with NLTK
• How to Use Stanford Named Entity Recognizer (NER) in Python NLTK and Other Programming Languages

PYTHON - TEXT ANALYSIS - PATTERN

• Pattern.en

PYTHON - TEXT ANALYSIS - TEXTBLOB

• TextBlob: ReadTheDocs, Quickstart guide, Github
• Tutorial: Simple Text Classification with Python and TextBlob - Steven Loria

PYTHON - TEXT ANALYSIS - TWITTER CLIENTS

• Intro to Text Mining using Twitter Streaming API and Python - Adil Moujahid
• Analyzing a NHL Playoff Game with Twitter - Daniel Forsyth
• Introduction to tweepy, Twitter for Python - Ahmet Novalić
• Tweepy

PYTHON - VIDEOGREP

• Videogrep (for searching through videos with .srt subtitle tracks)

PYTHON - WEB SCRAPING

• Web Scraping 101 with Python & Web Scraping 201: finding the API - Greg Reda
• Intro to Web (and data!) Scraping with Python - Katharine Jarmul (PyCon 2014)
• Scrape Websites with Python + Beautiful Soup 4 + Requests -
• Scrapy & Github
• Web scraping: Reliably and efficiently pull data from pages that don't expect it - Asheesh Laroia
• Web scraping tutorial series

R

• RStudio
• DeployR
• Rattle

R - LEARNING

• The Five Colleges Guide to Statistics With R
• Swirl ("Statistics With Interactive R Learning")
• The Undergraduate Guide to R - Trevor Martin
• Open Courses: Free Data Science Training Courses (DataCamp.com)
• Rabbit: Intro to R - Nicola Sturaro
• Ramarro: R for Developers (advanced R) - Andrea Spanò
• Resources to Help You Learn and Use R - UCLA
• One Page R: A Survival Guide to Data Science with R - Graham Williams
• Impatient R
• Intro to R - Venables, Smith and R Core Team
• Very Short Intro to R - Torfs & Brauer
• Advanced R - Hadley Wickham
• The Analytics Edge - MIT (EdX.org)
• Computing for Data Analysis week 1 videos - Roger Peng, week 2, week 3, week 4 & Coursera course
• Data Analysis videos - Jeff Leek's Coursera course & lecture notes & Coursera course
• Beginner's guide to R: (6-part) Introduction (ComputerWorld) & Beginner's guide to R: Useful resources
• Quick-R
• R Programming - Johns Hopkins University (Coursera)
• The Data Scientist’s Toolbox - Jeff Leek, Roger Peng, Brian Caffo
• The Little Book of R for Time Series
• One Page R
• Rtips - Paul E. Johnson - HTML & PDF
• Advanced Data Analysis From an Elementary Point of View - Cosma Rohilla Shalizi
• OpenIntro Stats textbook & Documentation for 'openintro' R data package
• Twotorials.com (fun 2-min R tutorials)
• Official R manuals
• R for Beginners - Emmanuel Paradis
• R Inferno - Patrick Burns
• Intro to Data Analysis - Hadley Wickham
• Linear Regression Models - Jeff Goldsmith
• Simple R - John Verzani
• icebreakeR
• R Tutorials - William King
• Practical Regression and Anova using R
• R Programming Wikibook
• Using R for Data Analysis and Graphics - JH Maindonald
• Introduction to R (Lam)
• The R Guide - W.J. Owen
• More R books/papers/tutorials/presentations
• R Journal
• R-bloggers
• R on Youtube
• Learning Statistics With R - Dan Navarro
• Introduction to Probability and Statistics Using R (instructions for generating PDF book through R)
• Elements of Statistical Learning
• R Fundamentals and Programming Techiniques - Thomas Lumley
• Creating R Packages: A Tutorial
• Econometrics in R
• Learn R Youtube video channel
• Revolution Analytics Youtube video channel

R - BLOGS

• R-bloggers.com
• Revolutions
• DataScience.la

R - DPLYR

• dplyr documentation

R - EXAMPLES

• RPubs.com
• R vs Python - Round 1 Round 2 Round 3

R - GGPLOT2

• 2-hr talk on "Visualising data with ggplot2" by creator Hadley Wickham
• ggplot2_tutorial.R - Frank Davenport

R - GGVIS

• Ggvis
• Introducing ggvis
• Ggvis Cookbook

R - KNITR

• KnitR (elegant, flexible and fast dynamic report generation with R)
• KnitR in a Knutshell - Karl Broman
• How to Use KnitR - Vanderbilt University
• How to Use Knitr with a Rakefile
• Plain Text, Papers, Pandoc
• KnitrBoostrap
• Blog With KnitR and Jekyll

R - PERFORMANCE

• R: The Good Parts

R - PERFORMANCE - DATA.TABLE

• Data.table rocks! Data manipulation the fast way in R

R - PERFORMANCE - PIVOTAL R

• 20 Minute Guide to Get Started with PivotalR

R - SEARCH

• RSeek.org
• R Site Search
• R mailing list archive

R - SHINY

• Shiny
• Show Me Shiny (live examples)
• Welcome to Shiny (tutorial)
• Summertime with ggvis and shiny

R - TIME SERIES

• CRAN Task View: Time Series Analysis
• History of R Financial Time Series Plotting
• Time Series Analysis With R
• Reading Financial Time Series Data with R - Joseph Rickert

R - VIDEOS

• Basic R tutorial videos
• Expressing Yourself in R (video) - Hadley Wickham

RACK

• Rack Middleware as a General Purpose Abstraction - Mitchell Hashimoto (MountainWest RubyConf 2012)
• Rack: A Framework to Roll Your Own - Nishant Modak (Ruby Australia 2014)

RAILS

• Moved to Ruby.markdown (because Github was truncating this page)

REDIS & RESQUE

• Redis.io: Documentation | Intro | Clients
• Andrew Glover: Asynchronous Processing, Messaging, and Redis/Resque
• The Little Redis Book - Karl Seguin
• Redis Tutorials: Zero to Hero with NoSQL Redis: "You've Got Key Values! A Redis Jump Start"
• Redis Labs' Youtube videos
• Getting Started With Redis: Part 1 | Part 2 | Part 3 | Part 4 | Part 5
• Fun with Ruby and Redis - Javier Ramirez (ArrrCamp 2013)

REDIS - GUIS

• Medis (currently Mac-only): GetMedis.com | Github

REGULAR EXPRESSIONS

• RegEx101.com
• Rubular.com
• LearnPython.org
• EloquentJavascript.net
• Ruby regular expressions cheatsheet

ROBOTICS

ROBOTICS - COZMO

• Cozmo Python SDK - Anki
• cozmo-tools - Dave Touretzky (Carnegie Mellon University)
• Cozmo Voice Commands (CvC) - Riccardo Sallusti
• Cozmo Challenge: Playfully learning how to program - GrinningHermit
• Cozmo Animation Explorer - GrinningHermit
• Cozmo Scratch SDK - Konnor Andrews
• Cozmo Beyond: Collection of projects built with Cozmo SDK - Peter Mitrano
• Cozmo Weather: I taught Cozmo to read the weather forecast - Daniel Wilches
• Cozplay demos - Cozmo games taking advantage of Cozmo's capabilities in unique and engaging ways

RUBY

• Moved to Ruby.markdown (because Github was truncating this page)

SCALA

• Awesome Scala (curated Scala resources) - Lauris Dzilums
• Scala School
• Official documentation | Cheatsheet
• Scala School - Twitter
• All About Scala
• 21 Steps to Get Started with Apache Spark using Scala - Ankit Gupta
• Effective Scala - Marius Eriksen
• Tim Cowlishaw - From Ruby to Scala and back again: Better living through type-checking - Tim Colishaw (Ruby Manor 4.0)
• Scala: The Simple Parts - Martin Odersky (GOTO Conf 2014)
• Typeclasses in Scala - Dan Rosen

SCALA - AKKA

• Akka.io
• A Practical Introduction to Akka Streams - Jacek Kunicki (Lambda Days 2017)
• Implementing the Reactive Manifesto with Akka - Adam Warski (Lambda Days 2015)

SCALA - BOOKS

• Scala By Example - Martin Odersky (free PDF)
• Scala for the Impatient (free PDF; requires registration)
• Scala in Depth (free PDF; requires registration)
• Scala Tutorial (PDF) - TutorialsPoint.com

SCALA - EVENT SOURCING/CQRS

• Event Sourcing and CQRS - Lutz Huehnken (Scala Days 2017)

SCALA - FUNCTIONAL PROGRAMMING

• Cats: Lightweight, modular, and extensible library for functional programming
• Intro to FP in Scala: Exploring a Toolbox for Solving Problems - Pawel Szulc (LambdaConf λC 2017): Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6
• Real-World Functional Scala - Chris Birchall (Lambda World 2016)
• Functional Programming Essentials - Kelley Robinson (GOTO 2017)
• Scala Tutorial - LearningJournal.in: Elements of Functional Programming, Part 1 | Elements of Functional Programming, Part 2 | Full playlist
• Functional Programming Principles in Scala - Scala creator Martin Odersky (École Polytechnique Fédérale de Lausanne) Coursera
• Principles of Reactive Programming - Scala creator Martin Odersky, Erik Meijer & Roland Kuhn
• Functional Programming with Scala - Jacek Laskowski (JEE Conf 2015)
• Full Stack Type-safety: Elm with Scala - Choucri Fahed (Lambda Days 2017)
• Cats - A Fresh Look at Functional Programming in Scala - Mike Stew (LambdaConf 2015)
• Intro to Functional Programming in Scala - Joe Barnes
• Programs as Values: Pure Composable Database Access in Scala - Rob Norris

SCALA - SCALAZ

• The Design of the Scalaz 8 Effect System - John A. De Goes (scale.bythebay.io)

SCALA - VIDEOS

• Scala Days: 2017 | 2016
• Scalawags
• Learn Scala in One Video - Derek Banas
• Scala for the Intrigued - Dr. Venkat Subramaniam
• Big Data Pipelines With Scala - Gleb Kanterov (λC 2017)- Part 1 | Part 2
• Scala: The Simple Parts - Martin Odersky (SF Scala)
• Essential Scala: Six Core Principles for Learning Scala - Noel Welsh (Scala Days 2015 Amsterdam)
• Why Scala? - Venkat Subramaniam
• Scala with Style - Martin Odersky
• Demystifying Scala - Kelley Robinson (GOTO 2017)
• Effective Scala - Josh Suereth (DEVOXX 2016)
• Tim Cowlishaw - From Ruby to Scala and back again: Better living through type-checking - Tim Colishaw (Ruby Manor 4.0)
• Scala: The Simple Parts - Martin Odersky (GOTO Conf 2014)
• Scala talks: Confreaks.tv & Youtube

SCIENCE FICTION (SCI FI)

• Mindwebs: Science Fiction stories read by Michael Hanson

SCRATCH

• Programming in Scratch - Harvey Mudd College (edX)

SECURITY

• Frank Abagnale: "Catch Me If You Can" | Talks at Google
• Awesome Hacking: A collection of awesome lists for hackers, pentesters & security researchers
• BadSSL.com - See how your browser behaves when SSL is incorrectly configured
• Computer Systems Security - MIT
• Critical Code in Millions of Macs Isn't Getting Apple's Updates

SECURITY - ENCRYPTION

• Crypto101 (free in-depth cryptography book) - Laurens Van Houtven & PyCon US 2013 talk
• Cryptography Tutorial - Joe Armstrong
• How Hash Algorithms Work - ?
• Let's Encrypt - "lets site operators turn on and manage HTTPS with simple commands"
• Awesome Cryptography
• Encryption Works: How to Protect Your Privacy in the Age of NSA Surveillance - Micha Leee (Freedom of the Press Foundation)

SECURITY - ENCRYPTION - FREE CERTS

• LetsEncrypt.org | Github | Twitter
• Free HTTPS certs for all – Let's Encrypt opens doors to world+dog

SECURITY - WEB

• Defense Against the Dark Arts: CSRF Attacks - Richard Feldman

SHOPPING TOOLS

• CamelCamelCamel
• Nifti
• PriceGrabber
• ShopSavvy
• TheWireCutter

STATISTICAL ANALYSIS

STATISTICAL ANALYSIS - INTRO TO

• Data Science Masters: Github & website
• Intro to Statistics - Thomas Haslwanter: HTML | PDF | Github (with full sourcecode)
• Learning From Data - Yaser Abu-Mostafa (Caltech)
• An Introduction to Statistical Learning With Applications in R - Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani & PDF & Videos
• Elements of Statistical Learning, 2nd ed
• Learning Statistics will Save Your Life - John Paul Ashenfelter (MountainWest RubyConf 2015)

STATISTICAL ANALYSIS - SUPPORT VECTOR MACHINES (SVMS)

• How Support Vector Machines work / How to open a black box - Brandon Rohrer
• Support Vector Machine (SVM) Tutorial - Abhishek Ghose

STATISTICAL ANALYSIS - TIME SERIES

• Introduction to Computational Finance and Financial Econometrics - Eric Zivot
• Variety of Eric Zivot PDFs for Econ 584 including Vector Autoregressive Models for Multivariate Time Series

STATISTICAL ANALYSIS - VIDEOS

• Strata Conference 2014 videos
• Strata Conference 2013 videos

SVG

• Pocket Guide to Writing SVG - Joni Trythall

TESTING

• Ruby-Toolbox - Testing tools
• Let's Make Testing Fun Again - Noel Rappin (WindyCityRails2012)
• Test Your Legacy Rails Code - Noel Rappin (Ruby Midwest 2011)
• Jenkins User Conference San Francisco 2012 videos
• Breaking Up With Your Test Suite - Justin Searls (AncientCity Ruby 2014)

TESTING - CONTINUOUS INTEGRATION

• Ruby-Toolbox - Continuous Integration
• Deconstructing Travis - Josh

TESTING - CONTINUOUS INTEGRATION - JENKINS

• Jenkins User Conference London 2015
• Jenkins talks - Confreaks.tv
• Jenkins User Conference San Francisco 2012
• Jenkins User Conference Palo Alto 2013

TESTING - COVERAGE

• SimpleCov, RCov
• Ruby-Toolbox - Code Metrics

TESTING - DEBUGGING

• How to Debug Anything - James Golick (GoRuCo 2014)

TESTING - INTEGRATION TESTS

• Ruby-Toolbox - Browser Testing
• Ruby-Toolbox - Distributed Testing

TESTING - MOCKS

• Yay! Mocks! - Corey Haines (Aloha Ruby Conf 2012)
• Mock Objects in Discovery Tests - Justin Searls

TESTING - UNIT TESTS

• Why Is a Math Proof Like a Unit Test? - Daniela Wellisz (GoGaRuCo 2012)

TMUX

• Tmux Quickstart Guide - Sam Livingston-Gray
• Humans Present: tmux - Thoughtbot
• Keegan Lowenstein: Benefits of using tmux - lessons from streamlining a dev environment & Tmux & Vim - even better together
• A tmux Primer (on persistent remote sessions) - Daniel Miessler
• ArchLinux Tmux wiki
• The Tao of Tmux
• 10 Killer Tmux Tips - Benjamin Tan Wei Hao
• Impressive Ruby Productivity with Vim and Tmux - Chris Hunt & Ancient City Ruby 2013
• man page
• FAQ
• Pair Programming With Tmux - Flaviu Simihaian

TMUX - AUTOMATION / SCRIPTING

• tmuxp
• TmuxP documentation

TMUX - BASICS

• A Tmux Primer - Daniel Miessler
• Tmux: A Simple Start - Glenn Goodrich
• Intro to Tmux (NetTuts)
• Tmux Crash Course (Thoughtbot)
• Tmux - The Terminal Multiplexer - part 1 & part 2

TMUX - CHEATSHEETS

• Terminal Multiplexers: Screen, Tmux
• Tmux Cheatsheet (Mohamed Alaa)
• Tmux Cheatsheet (Niklas Ottoson)
• Tmux Cheat Sheet & Quick Reference
• Tmux Cheatsheet (Alvin Alexander) & PDF
• Tmux Cheatsheet (Andrey Vit)

TMUX - PLUGINS

• Tmux Plugin Manager
• Tmux Plugins & Tools
• vim-tmux-navigator - Chris Toomey & cheatsheet

UML

• ArgoUML
• PlantUML

USABILITY

• Ruby-Toolbox - A/B Testing
• Building the Web for Everyone - Greg Tarnoff (MadisonRuby 2012)
• Your User: The Animal - Hampton Catlin (MadisonRuby 2012)

VIM (YEAH, IT'S THE BEST)

• Full Vim documentation + Vim FAQ (downloadable PDF)
• A vim Tutorial and Primer - Daniel Miessler
• VimDoc
• vim.wikia.com
• Vimcasts.org
• Vim London videos
• Vim talks - Confreaks.tv
• VimNinjas.com
• OpenVim tutorial
• UseVim.com
• vim + tmux - OMG!Code - Nick Nisi
• Learn to speak vim – verbs, nouns, and modifiers! - Yan Pritzker
• The grammar of Vim - Rafe Colburn
• MinuteVimTricks
• vi and vim editor: Tutorial and advanced features
• Vim graphical cheat sheet-based tutorial
• Buffers, windows & tabs
• Write code faster: expert-level vim - Ben Orenstein (Railsberry 2012)
• Vim Tips With Ben (Orenstein)
• Derek Wyatt videos - Novice, Intermediate and Advanced
• Impressive Ruby Productivity with Vim and Tmux
• Vim Commands Cheat Sheet
• Cheatsheet
• NerdTree: Guide Cheatsheet add a file
• Vundle plug-in manager
• A Byte of Vim
• Vi/Vim notes - Darin Brezeale
• How I Boosted My Vim - Vincent Driessen
• Faster Grepping in Vim - Dan Croak & More vim tips from Thoughtbot

VIM - PLUGIN DOCS

• ack.vim
• Asynchronous Lint Engine (A.L.E.)
• Command-T
• ctags & Using Vim and Exuberant CTags for easy source navigation Manual & FAQ
• ctrlp.vim
• gist.vim
• jslint.vim
• NERDTree & video tutorial
• Recover.vim
• snipmate & video tutorial
• supertab
• syntastic
• tabular
• vim-coffee-script
• vim-fugitive & VimCasts & Painless Merge Conflict Resolution in Git
• vim-ipython
• vim-rails
• vim-rake
• vim-rspec
• vim-ruby
• vim-ruby-debugger
• vim-ruby-refactoring & Check out this excellent refactoring plugin - Justin Ram
• vim-surround
• vim-textobj-rubyblock & A text-object for ruby blocks - Drew Neil
• vim-unimpaired | Unimpaired Cheatsheet
• vundle

VIM - JAVASCRIPT

• jslint.vim

VIM - NEOVIM

• NeoVim.io

VIM - PYTHON

• Vim as a Python IDE - Martin Brochhaus

VIM - RAILS

• Effective Rails Development with Vim - Islam Wazery
• Ruby Text Objects
• vim-rspec
• vim-ruby-refactoring tutorials
• vim-textobj-rubyblock

VIM - SPACEMACS

• Spacemacs Documentation & Github
• Evil Mode: Or, How I Learned to Stop Worrying and Love Emacs - Aaron Bieber
• Spacemacs ABC videos - Eivind Fonn
• Migrating from Vim
• Quick Start | FAQ
• Evil-Tutor
• Cheat Sheet
• Spacemacs (Vim mode) Cheatsheet - Jason J

VIM - SPACEMACS - ALCHEMIST (ELIXIR)

• Alchemist docs | Alchemist (Github) | Wiki
• Elixir With Alchemist
• Alchemist Quick Reference Card (Spacemacs Version)

VIM - TMUX

• vim-tmux-navigator
• vim-tmux-runner

VIM - VIMSCRIPT

• Learn Vimscript the Hard Way - Steve Losh
• Scripting the Vim editor - Damian Conway:
  • Part 1: Variables, values, and expressions: HTML & PDF
  • Part 2: User-defined functions: HTML & PDF
  • Part 3: Built-in lists: HTML & PDF
  • Part 4: Dictionaries: HTML & PDF
  • Part 5: Event-driven scripting and automation: HTML & PDF
• More instantly better Vim - Damian Conway (OSCON 2013)

WEB ASSEMBLY

• Compiling for the Web with WebAssembly (Google I/O '17)
• Will WebAssembly overtake JavaScript in Web Development? - Seth Samuel (Empire Node 2016)

WEB COMPONENTS

• Why You Should Be Using Web Components Right Now. And How. - Phil Leggetter
• The Web Components Revolution is Here - Eric Bidelman (April 2014)

WEB COMPONENTS - POLYMER

• All About Polymer at SFHTML5 (April 2014)
• yo polymer - Addy Osmani (dotJS 2013)

WEATHER (NOT PROGRAMMING-RELATED, JUST USEFUL)

• National Weather Service - Nationwide radar loop
• National Weather Service - New York metro radar loop

WEB DESIGN

• Dribbble: Show & tell for designers
• SpeckyBoy
• 25 Beautiful & Clean Web Design Examples
• Web Fundamentals: Best practices for great multi-device web experiences (Google)
• Web Fundamentals: Optimizing Performance (Google)

WEB DESIGN - BRACKETS CODE EDITOR

• Brackets code editor: Brackets.io & Github

WEB DESIGN - RESPONSIVE DESIGN & PROGRESSIVE ENHANCEMENT

• Adaptive Web Design - Aaron Gustafson
• Future-Friendly Resources
• Responsive Web Design, Mobile First and Progressive enhancement in action - Leonado Lenase (ScotlandJS 2012)
• Browser Versions Are Dead
• Luke Wroblewski blogs & presentations

WRITING/PUBLISHING

• GitBook
• Softcover.io

WRITING/PUBLISHING - ASCIIDOC EDITORS

• AsciiDoctor - AsciiDoc Writer’s Guide
• AsciiDoc
• AsciiDoc Cheatsheet
• asciidoc-vim

WRITING/PUBLISHING - LITERATE PYTHON

• Literate Python

WRITING/PUBLISHING - MARKDOWN

• Markdown
• Marked 2 (not free but apparently awesome previewer)

WRITING/PUBLISHING - PANDOC

• Pandoc: Universal Document Converter
• Sustainable Authorship in Plain Text using Pandoc and Markdown - Dennis Tenen and Grant Wythoff
• Plain Text, Papers, Pandoc

WRITING/PUBLISHING - RESTRUCTURED TEXT

• reStructuredText
• ReStructured Text
• ReStructured Text Syntax - Thomas Cokelaer
• ReStructured Text Demo (.txt) & (.html)
• ReStructured Text Primer (.txt) & (.html)
• ReStructured Text Cheat Sheet - David Goodger (.txt) & (.html)

WRITING/PUBLISHING - RESTRUCTURED TEXT - RIV

• Rykka (ReStructured Text vim plugin)
• Riv: QuickStart (G.F. Rykka)
• Riv: Detailed Instructions
• Writing A Book With Vim, Restructured Text, and Sphinx - Tom Purl

WRITING/PUBLISHING - RESTRUCTURED TEXT - SPHINX

• Sphinx (Python Document Generator)

WRITING/PUBLISHING - ZOTERO

• Zotero (Firefox extention to "collect, organize, cite, and share your research sources")