/ML-University

Machine Learning Open Source University

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Machine Learning University

contributions welcome Hits

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.

ml-university