📚 Learn AI

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3Blue1Brown: Essence of Calculus

3Blue1Brown

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3Blue1Brown: Essence of Linear Algebra

3Blue1Brown

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3Blue1Brown Neural Networks Series

Grant Sanderson

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Baidu PaddlePaddle AI Studio

百度

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AI for Everyone by Andrew Ng

DeepLearning.AI / Coursera

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Deep Learning Specialization

DeepLearning.AI / Coursera

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Andrew Ng's Machine Learning Specialization

DeepLearning.AI

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Stanford CS229 Machine Learning

斯坦福大学

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Stanford CS231n Convolutional Neural Networks

斯坦福大学

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Harvard CS50's Introduction to Programming with Python

Harvard University

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Dive into Deep Learning (English Edition)

D2L 社区

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Dive into Deep Learning (Chinese Edition)

李沐 等

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Deep Learning ('Flower Book') Official Site

Goodfellow 等

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Elements of AI

赫尔辛基大学 & Reaktor

🧮

fast.ai Practical Deep Learning for Coders

fast.ai

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Google Machine Learning Crash Course (MLCC)

Google

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Hands-On Machine Learning (3rd Edition) Companion Code

Aurélien Géron

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Hugging Face Courses

Hugging Face

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Immersive Linear Algebra

J. Ström 等

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JAX Official Documentation

Google

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Kaggle Learn Micro-Courses

Kaggle

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Andrej Karpathy's Neural Networks: Zero to Hero

Andrej Karpathy

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Keras Official Documentation

Keras 团队

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Liao Xuefeng's Python Tutorial

廖雪峰

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Mathematics for Machine Learning Specialization

Imperial College London

📊

MIT 6.036: Introduction to Machine Learning

MIT

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MIT 6.S191: Introduction to Deep Learning

MIT

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Mofan's Python Tutorial for Beginners

莫烦

🧮

Neural Networks and Deep Learning Online Book

Michael Nielsen

🧮

NYU Deep Learning Course (Yann LeCun)

NYU

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OpenML Open Machine Learning Platform

OpenML

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Probabilistic Machine Learning Online Book

Kevin Murphy

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Official Python Tutorial

Python Software Foundation

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PyTorch Lightning Official GitHub Repository

Lightning AI

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PyTorch Official Tutorials

PyTorch（Meta）

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Real Python Tutorials

Real Python

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Runoob Python 3 Tutorial

菜鸟教程

📊

scikit-learn User Guide

scikit-learn 社区

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Introduction to Statistical Learning Official Site

Gareth James 等

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StatQuest Statistics Fundamentals

Josh Starmer

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TensorFlow Official Tutorials

Google

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Hung-yi Lee's Machine Learning Course (NTU)

台湾大学 李宏毅