Hands-on Machine Learning with Python: Implement Neural Network Solutions with Scikit-learn and PyTorch

© The Author(s), under exclusive license to APress Media, LLC, part of Springer Nature 2022

A. Pajankar, A. JoshiHands-on Machine Learning with Pythonhttps://doi.org/10.1007/978-1-4842-7921-2_10

10. Ensemble Learning Methods

Ashwin Pajankar¹   and Aditya Joshi²

(1)

Nashik, Maharashtra, India

(2)

Haldwani, Uttarakhand, India

 

In the past three chapters, we have discussed and experimented with several supervised learning methods and learned how to evaluate them and tune their performance. Each class of algorithms has merits and demerits and suits a particular class of problems.

Ensemble learning, as shown in Figure 10-1, is a suite of techniques that uses multiple machine learning models in order to obtain better performance than we could have from any ...