|
|
|
|
- Introduction
|
|
|
|
|
- [Introduction to Machine Learning](../1-Introduction/1-intro-to-ML/README.md)
|
|
|
|
|
- [History of Machine Learning](../1-Introduction/2-history-of-ML/README.md)
|
|
|
|
|
- [ML and Fairness](../1-Introduction/3-fairness/README.md)
|
|
|
|
|
- [Techniques of ML](../1-Introduction/4-techniques-of-ML/README.md)
|
|
|
|
|
|
|
|
|
|
- Regression
|
|
|
|
|
- [Tools of the Trade](../2-Regression/1-Tools/README.md)
|
|
|
|
|
- [Data](../2-Regression/2-Data/README.md)
|
|
|
|
|
- [Linear Regression](../2-Regression/3-Linear/README.md)
|
|
|
|
|
- [Logistic Regression](../2-Regression/4-Logistic/README.md)
|
|
|
|
|
|
|
|
|
|
- Build a Web App
|
|
|
|
|
- [Web App](../3-Web-App/1-Web-App/README.md)
|
|
|
|
|
|
|
|
|
|
- Classification
|
|
|
|
|
- [Intro to Classification](../4-Classification/1-Introduction/README.md)
|
|
|
|
|
- [Classifiers 1](../4-Classification/2-Classifiers-1/README.md)
|
|
|
|
|
- [Classifiers 2](../4-Classification/3-Classifiers-2/README.md)
|
|
|
|
|
- [Applied ML](../4-Classification/4-Applied/README.md)
|
|
|
|
|
|
|
|
|
|
- Clustering
|
|
|
|
|
- [Visualize your Data](../5-Clustering/1-Visualize/README.md)
|
|
|
|
|
- [K-Means](../5-Clustering/2-K-Means/README.md)
|
|
|
|
|
|
|
|
|
|
- NLP
|
|
|
|
|
- [Introduction to NLP](../6-NLP/1-Introduction-to-NLP/README.md)
|
|
|
|
|
- [NLP Tasks](../6-NLP/2-Tasks/README.md)
|
|
|
|
|
- [Translation and Sentiment](../6-NLP/3-Translation-Sentiment/README.md)
|
|
|
|
|
- [Hotel Reviews 1](../6-NLP/4-Hotel-Reviews-1/README.md)
|
|
|
|
|
- [Hotel Reviews 2](../6-NLP/5-Hotel-Reviews-2/README.md)
|
|
|
|
|
|
|
|
|
|
- Time Series Forecasting
|
|
|
|
|
- [Introduction to Time Series Forecasting](../7-TimeSeries/1-Introduction/README.md)
|
|
|
|
|
- [ARIMA](../7-TimeSeries/2-ARIMA/README.md)
|
|
|
|
|
- [SVR](../7-TimeSeries/3-SVR/README.md)
|
|
|
|
|
|
|
|
|
|
- Reinforcement Learning
|
|
|
|
|
- [Q-Learning](../8-Reinforcement/1-QLearning/README.md)
|
|
|
|
|
- [Gym](../8-Reinforcement/2-Gym/README.md)
|
|
|
|
|
|
|
|
|
|
- Real World ML
|
|
|
|
|
- [Applications](../9-Real-World/1-Applications/README.md)
|
