Repository Index

12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

• ml
• data-science
• machine-learning
• machine-learning-algorithms

12 Weeks, 24 Lessons, AI for All!

• deep-learning
• artificial-intelligence
• machine-learning
• ai

Learn how to develop, deploy and iterate on production-grade ML applications.

• machine-learning
• deep-learning
• pytorch
• natural-language-processing

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

• pytorch
• machine-learning
• deep-learning

Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort

• machine-learning
• mlops
• model-deployment
• model-monitoring

Learn ML engineering for free in 4 months! Register here 👇🏼

• course
• deployment
• docker
• fastapi

Free online textbook of Jupyter notebooks for fast.ai Computational Linear Algebra course

• numpy
• python
• linear-algebra
• data-science

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

• deep-learning
• mit
• self-driving-cars
• deep-reinforcement-learning

TranslatedMy continuously updated Machine Learning, Probabilistic Models and Deep Learning notes and demos (2000+ slides), with video links

Lab Materials for MIT 6.S191: Introduction to Deep Learning

• mit
• deep-learning
• neural-networks
• tensorflow

LLM Zoomcamp - a free online course about real-life applications of LLMs. In 10 weeks you will learn how to build an AI system that answers questions about your knowledge base. Register here 👇🏼

All course materials for the Zero to Mastery Machine Learning and Data Science course.

• machine-learning
• data-science
• deep-learning

TranslatedCourse slides and assignments for Hung-yi Lee's (李宏毅) 2021/2022/2023 Spring Machine Learning courses

NYU Deep Learning Spring 2020

• jupyter-notebook
• pytorch
• deep-learning
• neural-nets

A course in reinforcement learning in the wild

• reinforcement-learning
• course-materials
• deep-learning
• deep-reinforcement-learning

All course materials for the Zero to Mastery Deep Learning with TensorFlow course.

• deep-learning
• deep-neural-networks
• tensorflow
• tensorflow2

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

• neural-network
• machine-learning
• tensorflow
• keras

Notebooks for learning deep learning

Python assignments for the machine learning class by andrew ng on coursera with complete submission for grading capability and re-written instructions.

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

• deep-learning
• neural-network
• convolutional-networks
• pytorch

Repo for the Deep Reinforcement Learning Nanodegree program

• deep-reinforcement-learning
• reinforcement-learning
• reinforcement-learning-algorithms
• neural-networks

Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science

• machine-learning
• data-science
• python
• mathematics

The 3rd edition of course.fast.ai

• data-science
• fastai
• deep-learning
• pytorch

🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.

• agent
• agentic
• agentic-ai
• agentic-rl