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Hands-On Automated Machine Learning
book

Hands-On Automated Machine Learning

by Sibanjan Das, Umit Mert Cakmak
April 2018
Beginner to intermediate content levelBeginner to intermediate
282 pages
6h 52m
English
Packt Publishing
Content preview from Hands-On Automated Machine Learning

Hyperparameter optimization

Every ML algorithm has one or many hyperparameters and you are already familiar with k-means. But it is not only ML algorithms that have hyperparameters, feature processing methods also have their hyperparameters and those also need fine-tuning.

Tuning hyperparameters is crucially important to a model's success and AutoML pipeline will help you to define a range of hyperparameters that you would like to experiment with, resulting in the best performing ML pipeline.

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Publisher Resources

ISBN: 9781788629898Supplemental Content