ashwin3086 / ML-University

Machine Learning Open Source University

Machine Learning University

Machine Learning Open Source University is an IDEA of free-learning of a ML enthusiast for all other ML enthusiast

This list is continuously updated - And if you are a Ml practitioner and have some good suggestions to improve this or have somegood resources to share, you create pull request and contribute.

Table of Contents

1. Getting Started
2. Mathematics
3. Machine Learning
4. Deep Learning
5. Natural language processing
6. Books
7. Other Useful Websites
8. Other Useful GitRrpo

Getting Started

Title and Source	Link
Elements of AI : Part-1	WebSite
Elements of AI : Part-2	WebSite
CS50’s Introduction to AI Harvard	Cs50 WebSite
Intro to Computational Thinking and Data Science MIT	WebSite
Practical Data Ethics	fast.ai
Machine learning Mastery Getting Started	machinelearningmastery
Design and Analysis of Algorithms MIT	ocw.mit.edu

Mathematics

Title and Source	Link
Statistics in Machine Learning (Krish Naik)	YouTube
Computational Linear Algebra for Coders	fast.ai
Linear Algebra MIT	WebSite

Machine Learning

Title and Source	Link
Open Machine Learning Course	mlcourse.ai
Machine Learning (CS229) Stanford	WebSite
Introduction to Machine Learning MIT	WebSite
Machine Learning Systems Design 2021 (CS329S) Stanford	WebSite
Applied Machine Learning 2020 (CS5787) Cornell Tech	YouTube
Machine Learning for Healthcare MIT	WebSite
Machine Learning for Trading Georgia Tech	WebSite
Introduction to Machine Learning for Coders	fast.ai
Machine Learning Crash Course	Google AI
Machine Learning with Python	freecodecamp

Deep Learning

Title and Source	Link
Introduction to Deep Learning(6.S191) MIT	YouTube
Deep Learning NYU	WebSite
Deep Learning (CS182) UC Berkeley	YouTube
Deep Learning Lecture Series DeepMind x UCL	YouTube
Deep Learning (CS230) Stanford	WebSite
CNN for Visual Recognition(CS231n) Stanford	WebSite-2020 YouTube-2017
Full Stack Deep Learning	WebSite
Practical Deep Learning for Coders, v3	fast.ai

Natural language processing

Title and Source	Link
NLP - Krish Naik	YouTube
NLP with Deep Learning(CS224N) 2019 Stanford	YouTube
A Code-First Introduction to Natural Language Processing	fast.ai
CMU Neural Nets for NLP 2021 Carnegie Mellon University	YouTube
Speech and Language Processing Stanford	WebSite

Books

Title and Source	Link
Scientific Python Lectures	ScipyLectures
Mathematics for Machine Learning	mml-book
An Introduction to Statistical Learning	statlearning
Think Stats	Think Stats
Python Data Science Handbook	Python For DS
Natural Language Processing with Python - NLTK	NLTK
Deep Learning by Ian Goodfellow	deeplearningbook
Dive into Deep Learning	d2l.ai
Approaching (Almost) Any Machine Learning Problem	AAANLP
Neural networks and Deep learning	neuralnetworksanddeeplearning

Other Useful Websites

1. Papers with Code
2. Two Minute Papers - Youtube
3. The Missing Semester of Your CS Education
4. Workera : Measure data-AI skills
5. Machine learning mastery
6. From Data to viz: Guide for your graph
7. datatalks club

Other Useful GitRepo

1. Applied-ml - Papers and blogs by organizations
2. List Machine learning Python libraries
3. ML From Scratch - Implementations of models/algorithms
4. What the f*ck Python?
5. scikit-learn user guide: step-step approach
6. NLP Tutorial Code with DL

This web portal is under development, once the beta version gets ready it will be open to the public.