机器学习与深度学习视频
从直观演示或概念介绍入门；熟悉 Python 和基础求导后，再选择编程课程。micrograd 提供理解反向传播的具体路线，下方完整分类还收录其他方法和难度的视频。
本分类共 131 个视频，按推荐分排序。
本主题视频
2:25:52The spelled-out intro to neural networks and backpropagation: building micrograd
18:40But what is a neural network? | Deep learning chapter 1
1:30:28AlphaGo - The Movie | Full award-winning documentary
27:14Transformers, the tech behind LLMs | Deep Learning Chapter 5
51:22USENIX Security '18-Q: Why Do Keynote Speakers Keep Suggesting That Improving Security Is Possible?
1:08:40Lecture 1 | Machine Learning (Stanford)
5:58MarI/O - Machine Learning for Video Games
3:31:24Deep Dive into LLMs like ChatGPT
16:18Computer program that learns to play classic NES games
1:28:13RL Course by David Silver - Lecture 1: Introduction to Reinforcement Learning
1:56:20Let's build GPT: from scratch, in code, spelled out.
48:10Bay Area Vision Meeting: Unsupervised Feature Learning and Deep Learning
1:31:13A Hackers' Guide to Language Models
30:09Andrej Karpathy - AI for Full-Self Driving at Tesla
![《[1hr Talk] Intro to Large Language Models》的视频缩略图](https://i.ytimg.com/vi/zjkBMFhNj_g/hqdefault.jpg)
59:48[1hr Talk] Intro to Large Language Models
3:00:18Joscha Bach: Artificial Consciousness and the Nature of Reality | Lex Fridman Podcast #101
2:35:53Tensorflow and deep learning - without a PhD by Martin Görner
1:00:19Brains, Sex, and Machine Learning
1:05:25Robocalypse Now: Using Deep Learning to Combat Cheating in Counter-Strike: Global Offensive
2:46:27Why Greatness Cannot Be Planned — Kenneth Stanley
1:21:28Lecture 01 - The Learning Problem
21:42Future Computers Will Be Radically Different (Analog Computing)
![《Uppestcase and Lowestcase Letters [advances in derp learning]》的视频缩略图](https://i.ytimg.com/vi/HLRdruqQfRk/hqdefault.jpg)
24:13Uppestcase and Lowestcase Letters [advances in derp learning]
2:13:35Let's build the GPT Tokenizer
6:53Hello World - Machine Learning Recipes #1
26:10Attention in transformers, step-by-step | Deep Learning Chapter 6
1:05:33GDC 2018: John McDonald (Valve) - Using Deep Learning to Combat Cheating in CSGO
28:48LSTM is dead. Long Live Transformers!
3:08:46George Hotz: Hacking the Simulation & Learning to Drive with Neural Nets | Lex Fridman Podcast #132
27:07