Hands-on ensemble learning with Python : build highly optimized ensemble machine learning models using scikit-learn and Keras [E-Book] / George Kyriakides, Konstantinos G. Margaritis.
Kyriakides, George, (author)
Margaritis, Konstantinos G., (author)
1st edition
Birmingham : Packt Publishing, 2019
284 pages (online resource)
englisch
9781789612851
9781789617887
Full Text
Table of Contents:
  • Hands-on ensemble learning with Python : build highly optimized ensemble machine learning models using scikit-learn and Keras
  • Contributors
  • Table of Contents
  • Preface
  • Section 1: Introduction and Required Software Tools
  • Chapter 1: A Machine Learning Refresher
  • Chapter 2: Getting Started with Ensemble Learning
  • Section 2: Non-Generative Methods
  • Chapter 3: Voting
  • Chapter 4: Stacking
  • Section 3: Generative Methods
  • Chapter 5: Bagging
  • Chapter 6: Boosting
  • Chapter 7: Random Forests
  • Section 4: Clustering
  • Chapter 8: Clustering
  • Section 5: Real World Applications
  • Chapter 9: Classifying Fraudulent Transactions
  • Chapter 10: Predicting Bitcoin Prices
  • Chapter 11: Evaluating Sentiment on Twitter
  • Chapter 12: Recommending Movies with Keras
  • Chapter 13: Clustering World Happiness
  • Another Book You May Enjoy
  • Index.