Repository Index

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

• gpt
• large-language-models
• llm
• python

List of Computer Science courses with video lectures.

• computer-science
• algorithms
• systems
• databases

《动手学深度学习》：面向中文读者、能运行、可讨论。中英文版被70多个国家的500多所大学用于教学。

• deep-learning
• book
• notebook
• natural-language-processing

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

• deep-learning
• prompt-engineering
• openai
• chatgpt

Learn AI Engineering! Learn it. Build it. Ship it for others.

• agents
• ai
• ai-agents
• ai-engineering

12 Weeks, 24 Lessons, AI for All!

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

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

• deep-learning
• deep-learning-tutorial
• pytorch
• gan

100 Days of ML Coding

• machine-learning
• machine-learning-algorithms
• infographics
• tutorial

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

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

TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

• tensorflow
• tutorial
• examples
• deep-learning

Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

• deep-learning

500 AI Machine learning Deep learning Computer vision NLP Projects with code

• awesome
• machine-learning
• deep-learning
• machine-learning-projects

深度学习经典、新论文逐段精读

• deep-learning
• paper
• reading-list

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

• machine-learning
• deep-learning
• deep-reinforcement-learning
• machine-learning-from-scratch

PyTorch Tutorial for Deep Learning Researchers

• deep-learning
• pytorch-tutorial
• neural-networks
• pytorch

Roadmap to becoming an Artificial Intelligence Expert in 2022

• deep-learning
• artificial-intelligence
• roadmap
• ai-roadmap

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

• applied-machine-learning
• production
• applied-data-science
• machine-learning

:memo: An awesome Data Science repository to learn and apply for real world problems.

• data-science
• machine-learning
• data-visualization
• science

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

• deep-learning
• machine-learning
• book
• notebook

Machine Learning Systems: Foundations, Scaling, Agentic AI, and Physical AI (Vols I–IV) • Harvard CS249r | https://mlsysbook.ai

• artificial-intelligence
• cloud-ml
• computer-systems
• courseware

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

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

A curated list of awesome Deep Learning tutorials, projects and communities.

• deep-learning
• neural-network
• machine-learning
• awesome

A complete daily plan for studying to become a machine learning engineer.

• machine-learning
• deep-learning
• artificial-intelligence
• software-engineer

deep learning for image processing including classification and object-detection etc.

• pytorch
• tensorflow2
• classification
• object-detection