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Automated Machine Learning with AutoKeras
book

Automated Machine Learning with AutoKeras

by Luis Sobrecueva
May 2021
Intermediate to advanced content levelIntermediate to advanced
194 pages
3h 33m
English
Packt Publishing
Content preview from Automated Machine Learning with AutoKeras

Chapter 3: Automating the Machine Learning Pipeline with AutoKeras

Automating the machine learning pipeline involves automating a series of processes such as data exploration, data preprocessing, feature engineering, algorithm selection, model training, and hyperparameter tuning.

This chapter explains the standard machine learning pipeline and how to automate some of them with AutoKeras. We will also describe the main data preparation best practices to apply before training a model. The post-data preparation steps are performed by AutoKeras and we will see them in depth in later chapters.

As we saw in the first chapter, AutoKeras can automate all pipeline modeling steps by applying hyperparameter optimization and Neural Architecture Search ...

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Publisher Resources

ISBN: 9781800567641Supplemental Content