Hands-On Machine Learning for Algorithmic Trading

Table of Contents

1. Machine Learning for Trading
2. Market and Fundamental Data
3. Alternative Data for Finance
4. Alpha Factor Research
5. Strategy Evaluation
6. The Machine Learning Process
7. Linear Models
8. Time Series Models
9. Bayesian Machine Learning
10. Decision Trees and Random Forests
11. Gradient Boosting Machines
12. Unsupervised Learning
13. Working with Text Data
14. Topic Modeling
15. Word Embeddings
16. Next Steps