miladz68 / foundational-knowledge-for-programmers

List of resources about foundational knowledge for programmers (supposed to last a few decades)

Foundational knowledge for programmers

Foundational knowledge is very different from basic knowledge : if you're a newcomer in the field, it may not be the shortest path to become "job-ready"... but what you'll learn here will last your life long !

Feel free to contribute if you know some great resources that fits the definition above.

Computer Science

General

• Structure and Interpretation of Computer Programs (MIT) (video playlist) (book)
• Mathematics for Computer Science (MIT) (video playlist)

Programming Language Theory

• Programming Language Foundations in Agda by P. Wadler (book) (repo)

Category Theory

• Category Theory for Programmers by B. Milewski (video playlist) (book)
• Programming with categories (MIT) (video playlist)
• Seven Sketches in Compositionality: An Invitation to Applied Category Theory (book)

Type Theory

• Propositions as Types (video)
• The Little Typer (💲 book)
• Oregon Programming Languages Summer School 2010 (video playlist)

Proof Theory

• The Little Prover (💲 book)
• Oregon Programming Languages Summer School 2010 (video playlist)

Misc

• Dependent types with Idris by Edwin Brady (video playlist)
• Adventure with Types in Haskell - Simon Peyton Jones (video playlist)

Programming paradigms

General

• wikipedia article
• Programming Paradigms (Stanford) (video playlist)

Functional

• Erik Meijer: Functional Programming (video)

Imperative

• Programming from the ground up by Jonathan Bartlett (book)

Actor Model

• Hewitt, Meijer and Szyperski: The Actor Model (everything you wanted to know... (video)

Software Architecture

TODO (hexagonal / clean, distributed systems...)

General

• System Design (video playlist)

Distributed Systems Design

• Time, Clocks, and the Ordering of Events in a Distributed System (article)
• The TLA+ Video Course by Leslie Lamport (course)

Computer Architecture

• Computer Architecture (ETH Zürich) (video playlist)
• Programming from the ground up by Jonathan Bartlett (book)

Algorithms & Data structures

• Analysis of Algorithms by Steven Skiena (video playlist)
• Purely Functional Data Structures by Chris Okasaki (book)
• The Algorithm Design Manual (💲 book)

Data Science

Linear Algebra

• Linear Algebra course by Gilbert Strang (MIT) (video playlist)

Discrete Mathematics

• Notes on Discrete Mathematics (Yale) (pdf)

Calculus

• Introduction to Calculus (pdf)

Machine Learning and Deep Learning

• Mathematics of Machine Learning (MIT) (pdf)
• The Matrix Calculus You Need For Deep Learning (University of San Francisco) (pdf)
• Deep Reinforcement Learning (Berkeley) (video playlist)
• Convolutional Neural Networks for Visual Recognition (Stanford) (video playlist)
• Natural Language Processing with Deep Learning (Stanford) (video playlist)

Networking

• Network Fundamentals (video playlist)

Cryptography

• PKI bootcamp (video playlist)
• Introduction to Cryptography by Christof Paar (video playlist)
• Cryptography (MIT) (video playlist)