Repository Index

Translated《动手学深度学习》 (Dive into Deep Learning): for Chinese readers, runnable, and open to discussion. The Chinese and English editions are used for teaching at more than 500 universities in more than 70 countries.

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

TranslatedMain open-source repository of "Understanding AI Agents in Depth: Design Principles and Engineering Practice" (by Li Bojie): the full text of the book, the compiled PDF, and companion code organized by chapter

• agent
• agent-memory
• ai-agent
• book

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

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 Engineering Open Book

• pytorch
• slurm
• large-language-models
• llm

Code samples for my book "Neural Networks and Deep Learning"

Python Implementation of Reinforcement Learning: An Introduction

• reinforcement-learning
• artificial-intelligence

TranslatedHand-written implementations of all the algorithms in Li Hang's book "Statistical Learning Methods" (《统计学习方法》)

• machine-learning-algorithms
• code
• statistical-learning-method

TranslatedPython for "Deep Learning": mathematical derivations, principle analysis, and source-code-level implementations for the book "深度学习" (Deep Learning, known as the "Flower Book")

• python
• deep-learning
• machine-learning
• xgboost

TranslatedIntroductory tutorial on recommender systems, online reading address: https://datawhalechina.github.io/fun-rec/

• recommender-system
• tensorflow
• tianchi-competition
• deep-learning

TranslatedStatistical learning methods, Statistical Learning Methods (2nd edition) [Li Hang] [notes, code, notebook, references, Errata, lihang]

• book
• lihang
• statistical-learning-methods
• machine-learning

TranslatedCompanion code for "21 Projects to Master Deep Learning: A Detailed Practical Guide Based on TensorFlow"

Translated"Large Language Models" (《大语言模型》), authors: Zhao Xin, Li Junyi, Zhou Kun, Tang Tianyi, Wen Jirong

• artificial-intelligence
• deep-learning
• deep-neural-networks
• deep-reinforcement-learning

Learn how to design large-scale systems. Prep for the system design interview.

• architecture
• interview
• design
• design-patterns

Hands-on Deep Reinforcement Learning, published by Packt