https://github.com/nelsonzhao/paper-learning-and-notes
该项目主要用来记录一些论文与经典书籍的阅读笔记，主要涵盖机器学习、自然语言处理以及强化学习等领域的经典论文。该项目会持续更新内容，一方面监督自己保持理论知识的沉淀，另一方面也是方便自己平时复习使用。
https://github.com/nelsonzhao/paper-learning-and-notes
Last synced: 2 days ago
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该项目主要用来记录一些论文与经典书籍的阅读笔记，主要涵盖机器学习、自然语言处理以及强化学习等领域的经典论文。该项目会持续更新内容，一方面监督自己保持理论知识的沉淀，另一方面也是方便自己平时复习使用。
- Host: GitHub
- URL: https://github.com/nelsonzhao/paper-learning-and-notes
- Owner: NELSONZHAO
- Created: 2019-06-10T13:20:48.000Z (about 6 years ago)
- Default Branch: master
- Last Pushed: 2020-02-25T15:40:36.000Z (over 5 years ago)
- Last Synced: 2025-06-13T10:04:18.478Z (2 days ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 6.73 MB
- Stars: 25
- Watchers: 3
- Forks: 6
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 1 简介
该项目主要用来记录一些论文与经典书籍的阅读笔记，主要涵盖机器学习、自然语言处理以及强化学习等领域的经典论文。该项目会持续更新内容，一方面监督自己保持理论知识的沉淀，另一方面也是方便自己平时复习使用。
# 2 论文目录
## 机器学习
- [XGBoost](https://github.com/NELSONZHAO/paper-learning-and-notes/blob/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/xgboost.ipynb)
- [LightGBM](https://github.com/NELSONZHAO/paper-learning-and-notes/blob/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0/light-gbm.ipynb)
## 自然语言处理
- [Transformer](https://github.com/NELSONZHAO/paper-learning-and-notes/blob/master/%E8%87%AA%E7%84%B6%E8%AF%AD%E8%A8%80%E5%A4%84%E7%90%86/transformer.ipynb)
## 强化学习
- [DQN](https://github.com/NELSONZHAO/paper-learning-and-notes/blob/master/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/dqn-nature-notes.ipynb)
# 3 书籍目录
## [Reinforcement Learning](https://github.com/NELSONZHAO/paper-learning-and-notes/tree/master/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/reinforcement-learning-books)
- [Chapter 1 Introduction](https://github.com/NELSONZHAO/paper-learning-and-notes/tree/master/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/reinforcement-learning-books)
- [Chapter 2 Multi-armed Bandits](https://github.com/NELSONZHAO/paper-learning-and-notes/blob/master/%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0/reinforcement-learning-books/chapter2-multi-armed-bandits.ipynb)