Hands-on machine learning for algorithmic trading : design and implement investment strategies based on smart algorithms that learn from data using Python [E-Book] / Stefan Jansen.
Jansen, Stefan, (author)
1st edition
[Birmingham] : Packt Publishing, 2018
668 pages (online resource)
englisch
9781789346411
9781789342710
178934641X
Full Text
Table of Contents:
  • Hands-on machine learning for algorithmic trading : design and implement investment strategies based on smart algorithms that learn from data using Python
  • Contributors
  • Table of Contents
  • Preface
  • Chatper 1: Machine Learning for Trading
  • Chatper 2: Market and Fundamental Data
  • Chatper 3: Alternative Data for Finance
  • Chatper 4: Alpha Factor Research
  • Chatper 5: Strategy Evaluation
  • Chatper 6: The Machine Learning Process
  • Chatper 7: Linear Models
  • Chatper 8: Time Series Models
  • Chatper 9: Bayesian Machine Learning
  • Chatper 10: Decision Trees and Random Forests
  • Chatper 11: Gradient Boosting Machines
  • Chatper 12: Unsupervised Learning
  • Chatper 13: Working with Text Data
  • Chatper 14: Topic Modeling
  • Chatper 15: Word Embeddings
  • Chatper 16: Deep Learning
  • Chatper 17: Convolutional Neural Networks
  • Chatper 18: Recurrent Neural Networks
  • Chatper 19: Autoencoders and Generative Adversarial Nets
  • Chatper 20: Reinforcement Learning
  • Chatper 21: Next Steps
  • Other Books You May Enjoy
  • Index.