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- 简介
  - [机器学习简介](../1-Introduction/1-intro-to-ML/README.md)
  - [机器学习的历史](../1-Introduction/2-history-of-ML/README.md)
  - [机器学习与公平性](../1-Introduction/3-fairness/README.md)
  - [机器学习的技术](../1-Introduction/4-techniques-of-ML/README.md)

- 回归
  - [实用工具](../2-Regression/1-Tools/README.md)
  - [数据](../2-Regression/2-Data/README.md)
  - [线性回归](../2-Regression/3-Linear/README.md)
  - [逻辑回归](../2-Regression/4-Logistic/README.md)

- 构建一个网页应用
  - [网页应用](../3-Web-App/1-Web-App/README.md)

- 分类
  - [分类简介](../4-Classification/1-Introduction/README.md)
  - [分类器 1](../4-Classification/2-Classifiers-1/README.md)
  - [分类器 2](../4-Classification/3-Classifiers-2/README.md)
  - [应用机器学习](../4-Classification/4-Applied/README.md)

- 聚类
  - [数据可视化](../5-Clustering/1-Visualize/README.md)
  - [K-Means](../5-Clustering/2-K-Means/README.md)

- 自然语言处理
  - [自然语言处理简介](../6-NLP/1-Introduction-to-NLP/README.md)
  - [自然语言处理任务](../6-NLP/2-Tasks/README.md)
  - [翻译与情感分析](../6-NLP/3-Translation-Sentiment/README.md)
  - [酒店评论 1](../6-NLP/4-Hotel-Reviews-1/README.md)
  - [酒店评论 2](../6-NLP/5-Hotel-Reviews-2/README.md)

- 时间序列预测
  - [时间序列预测简介](../7-TimeSeries/1-Introduction/README.md)
  - [ARIMA](../7-TimeSeries/2-ARIMA/README.md)
  - [SVR](../7-TimeSeries/3-SVR/README.md)

- 强化学习
  - [Q-Learning](../8-Reinforcement/1-QLearning/README.md)
  - [Gym](../8-Reinforcement/2-Gym/README.md)

- 真实世界中的机器学习
  - [应用](../9-Real-World/1-Applications/README.md)

---

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