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Reinforcement learning theory book about foundations of deep RL algorithms with proofs.
《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。
??? 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, ... ?
《The Way to Go》中文译本,中文正式名《Go 入门指南》
Learn and understand Docker&Container technologies, with real DevOps practice!
《机器学习》(西瓜书)公式详解
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.
The fastai book, published as Jupyter Notebooks
The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.
List of Golang books
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.