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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

When do you automate ML?

Once you are confident with building ML pipelines, you will realize that there are many mundane routines that you have to perform to prepare features and tuning hyperparameters. You also will feel more confident with certain methods, and you will have a pretty good idea of what the techniques are that would work well together with different parameter settings.

In between different projects, you gain more experience by performing multiple experiments to evaluate your processing and modeling pipelines, optimizing the whole workflow in an iterative fashion. Managing this whole process can quickly get very ugly if you are not organized from the beginning.

Necessity of AutoML arises out of these difficult situations, when ...
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Publisher Resources

ISBN: 9781788629898Supplemental Content