deep learning education / notebook notes
A Chinese-language collection of deep learning study notes (Jupyter notebooks) covering PyTorch, CV, NLP, LLMs, and AI agents, compiled from video courses.
Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.
when you want a broad AI learning roadmap with many small project examples rather than one notebook series.
人工智能学习路线图，整理近200个实战案例与项目，免费提供配套教材，零基础入门，就业实战！包括：Python，数学，机器学习，数据分析，深度学习，计算机视觉，自然语言处理，PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域
when you want a project-driven, build-and-ship approach to AI engineering over video-course notes.
Learn it. Build it. Ship it for others.
An earlier or more limited way to do the job. Still the right call when you need something small, proven, or CPU-only.
when you need a structured, code-first Chinese DL textbook rather than lecture-note snippets; it hasn't been updated in 2 years.
《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。
when you want the classic deep learning theory in a static PDF and don't need Chinese video-derived notes.
MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville
when you specifically want TensorFlow 2.0 hands-on examples; it is old and unmaintained.
深度学习入门开源书，基于TensorFlow 2.0案例实战。Open source Deep Learning book, based on TensorFlow 2.0 framework.
when you need an English interactive DL book; it is more comprehensive but not actively maintained.
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.
when you need deep prompt/RAG/agent guidance rather than the seed's general DL notes.
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.
when you want Keras-first code samples from Chollet's book instead of broad video-course notes.
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
when you want transformer/NLP-specific examples from the O'Reilly book rather than general DL notes.
Jupyter notebooks for the Natural Language Processing with Transformers book
when you want a compact, archived ML notebook tutorial; it is older but still useful.
Free ways to dive into machine learning with Python and Jupyter Notebook. Notebooks, courses, and other links. (First posted in 2016.)
when you need ready-to-run CV best-practice recipes rather than a general DL course.
Best Practices, code samples, and documentation for Computer Vision.
when you want a deep, up-to-date book on AI agent design instead of the seed's brief agent notes.
《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码
when you want Microsoft's NLP best-practice examples; archived but still has usable patterns.
Natural Language Processing Best Practices & Examples
when you want hands-on tutorials for LLMs, RAG, and agents rather than general DL notes.
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
when you want a focused, hands-on Chinese tutorial for building agents from scratch.
📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
when you want the fastai high-level API approach to deep learning; it hasn't been updated in 2 years.
The fastai book, published as Jupyter Notebooks
These projects were analysed and named CV among their alternatives. The relationship is not symmetric — how CV rates them is a separate judgement, made when CV is analysed in its own right.
calls CV “choose for concise Chinese course notes on deep learning instead of a full book translation.”
Deep Learning Book Chinese Translation
calls CV “Comprehensive deep-learning/CV notes from popular courses; choose for a current, note-based deep learning path rather than the seed's case-based route.”
人工智能学习路线图，整理近200个实战案例与项目，免费提供配套教材，零基础入门，就业实战！包括：Python，数学，机器学习，数据分析，深度学习，计算机视觉，自然语言处理，PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域