AI学习资源
AI、ML、DL相关的学习资源汇总入口。
这里的AI学习在IT上本质是学数学 + 算法 + 工程技巧，而且它们是有顺序的，先数学再算法再工程相关。
科普与书籍
数学基础：先看优秀的科普视频再看书
- 3Blue1Brown - Essence of linear algebra 线性代数的本质
- 3Blue1Brown - The essence of calculus 微积分的本质
- 《深度学习的数学》
- 《白话机器学习的数学》
机器学习与深度学习：先看优秀的科普视频再看书
- 3Blue1Brown - Neural networks
- Emergent Garden - Why Neural Networks can learn (almost) anything
- Emergent Garden - 为何神经网络几乎能学会任何东西
- Emergent Garden - Watching Neural Networks Learn
- Emergent Garden - 实时观察神经网络学习过程！直观呈现AI训练全流程
- 李宏毅 - 生成式AI导论 2024
- 李宏毅 - 机器学习2021
- 李宏毅 - 生成式AI时代下的机器学习(2025)
- 【Transformer模型】曼妙动画轻松学，形象比喻贼好记
- 《图解深度学习》
- 《大模型基础》 - 开源免费书籍
- 《Why Machines Learn》
- 《A Visual Introduction to Deep Learning》
- 《Understanding Deep Learning》 - 开源免费书籍
- 《Understanding Deep Learning》: Github
- 《Understanding Deep Learning》: Youtube
论文与博客
工具平台收集
- Tinker With a Neural Network
- scikit-learn 官网文档
- Google AI中心 - ai.dev
- GitHub LLM 资源集合
- AI 社区和模型库 Hugging Face
- GitHub: DeepSeek实用集成
视频博主列表
不错的视频博主收集：
- Youtube: 李宏毅
- Youtube: Andrej Karpathy
- Youtube: Welch Labs
- Youtube: Artem Kirsanov
- Youtube: Dr. Data Science
- Youtube: IBM Technology
- Youtube: Yannic Kilcher
- Youtube: Boris Meinardus
- Youtube: 3Blue1Brown
- Youtube: Under The Hood
- Youtube: AI Explained
- Youtube: Marina Wyss
- Youtube: Cole Medin
- Youtube: Y Combinator
- Youtube: Julia Turc
- Youtube: Simon Høiberg
- Youtube: Tina Huang
- Youtube: Tiff In Tech
- Youtube: PanSci 泛科学
- Youtube: 最佳拍档
- B站：梗直哥丶
- B站：王木头学科学
- B站：望舒同学
- B站：跟李沐学AI
- B站：AI论文小小编
- B站：小黑黑讲AI
- B站：房磊AI新发现
- B站：月来客栈Moon
- B站：KrillinAI
- B站：AI超元域
- B站：程序员寒山
- B站：雷哥AI
- B站：黄益贺
不错的学习视频收集：
- 8篇scaling laws 论文泛读
- 神经网络 反向传播算法（手算）
- Transformer原理讲解
- Transformer原理讲解 视频对应的开源资料
- Ceruleus AI course
- The Complete Mathematics of Neural Networks and Deep Learning
- Andrej Karpathy: The spelled-out intro to neural networks and backpropagation: building micrograd
- Understanding Backpropagation In Neural Networks with Basic Calculus
- The Most Important Algorithm in Machine Learning
- Welch Labs: The moment we stopped understanding AI [AlexNet]
- Welch Labs: AI can't cross this line and we don't know why.
- The 6 Steps to Master AI
- How I'd learn ML in 2025 (if I could start over)
- AI Engineering in 76 Minutes (Complete Course/Speedrun!)
- The Engineering Unlocks Behind DeepSeek | YC Decoded
- What is DeepSeek And Why Is Everyone Freaking Out About It?
- How does DeepSeek actually work? | Full technical review
- When AI Competes: Deepseek Vs Open AI Explained
- The DeepSeek Documentary on Liang Wenfeng, R1 and What's Next
- The Next Breakthrough In AI Agents Is Here