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_8

8. Tuning Supervised Learners

Ashwin Pajankar¹   and Aditya Joshi²

(1)

Nashik, Maharashtra, India

(2)

Haldwani, Uttarakhand, India

 

As we saw in the previous chapter, there are multiple suites of supervised learning algorithms that can be used to model prediction systems through a labelled training data which might predict a real number (in regression) or one or more discrete classes (in classification). Each method provides a set of features that can be modified or tuned to manipulate the capabilities of the model – which might have a significant effect on the ...