Deep learning frameworks, classic courses and authoritative textbooks · 15 resources (15 checked)
DeepLearning.AI / Coursera · Deep Learning
A five-course series taught by Andrew Ng, running from neural network basics to CNNs, RNNs, and sequence models. Audit for free; certificates require a subscription.
李沐 等 · Deep Learning
An open-source deep learning textbook in Chinese, with runnable code, video lectures, and exercises, taking learners from zero to full project practice.
fast.ai · Deep Learning
The famous top-down deep learning course: get projects running first, then learn the theory. Ships with the fastai library and full video lectures, all free.
Andrej Karpathy · Deep Learning
A video series by former OpenAI founding member Andrej Karpathy: build backpropagation, character-level language models, and miniGPT from scratch. Hardcore but hugely popular.
斯坦福大学 · Deep Learning
A landmark computer vision course covering CNN architectures, training tricks, and frontier models, with all videos and notes public.
PyTorch（Meta） · Deep Learning
PyTorch's complete official tutorials, from tensor basics to large-model training, with a Chinese version on the site plus a 60-minute quick start.
Google · Deep Learning
Official TensorFlow tutorials covering a quick Keras start plus full-scenario examples for vision, text, and generative AI.
Google · Deep Learning
Documentation for Google's accelerated numerical computing library, supporting automatic differentiation and GPU/TPU compilation — a popular choice for research and high-performance experiments.
Keras 团队 · Deep Learning
Official docs for the deep learning framework known for its friendly API, with step-by-step tutorials that get you building your first model fast.
Goodfellow 等 · Deep Learning
The field's universally acknowledged authoritative textbook, with free online reading — a desk reference to keep on hand.
Michael Nielsen · Deep Learning
Michael Nielsen's free online book, pairing figures with intuition, widely recommended as the first book for learning neural networks.
MIT · Deep Learning
MIT's short deep learning course, updated annually, with companion code labs covering vision, language, and generative models.
NYU · Deep Learning
NYU's deep learning course taught by Yann LeCun and Alfredo Canziani, with all lecture notes and videos publicly available.
Lightning AI · Deep Learning
A lightweight training framework that wraps engineering details on top of PyTorch, helping you write cleaner, reusable training code. Note: in October 2026 the Lightning platform suspended service after a security incident, so official docs are temporarily unavailable — for now, source code and examples are available via the GitHub repository.
D2L 社区 · Deep Learning
A deep learning textbook maintained by the global open-source community, combining explanations, code, and exercises — the same source as the Chinese edition.