DL & NLP Resources
:material-circle-edit-outline: 约 213 个字 :material-clock-time-two-outline: 预计阅读时间 1 分钟
这个页面用来收集 nlp 入门资料的 minimal closure(指足够学会的最小资源集合)
Machine Learning Theory
Google的一个教程,里面的playground做得比较直观,无需代码
Machine Learning | Google for Developers
Machine Learning Technology
TODO
Deep Learning Theory
TODO
Deep Learning Technology
Pytorch教程,可以看着代码手抄一下
Welcome to PyTorch Tutorials — PyTorch Tutorials 2.0.1+cu117 documentation
numpy: numpy 100 exercise
rougier/numpy-100: 100 numpy exercises (with solutions) (github.com)
Pytorch
PyTorch深度学习快速入门教程(绝对通俗易懂!)【小土堆】_哔哩哔哩_bilibili
Attention-based Models and Transformer
Let's build GPT: from scratch, in code, spelled out. - YouTube
Natural Language Processing Theory
Stanford CS224N: NLP with Deep Learning | Winter 2021 | Lecture 1 - Intro & Word Vectors - YouTube
Natural language processing technology
Stanford CS 224N | Natural Language Processing with Deep Learning
Reinforcement Learning
蘑菇书EasyRL (datawhalechina.github.io)
Codes:
boyu-ai/Hands-on-RL: https://hrl.boyuai.com/ (github.com) datawhalechina/easy-rl: 强化学习中文教程(蘑菇书),在线阅读地址:https://datawhalechina.github.io/easy-rl/