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Automated Machine Learning in Action

Name: Automated Machine Learning in Action
Brand: Manning Publications
SKU: 36512613
Price: 67.29 EUR
Availability: InStock
Author: Haifeng Jin
ISBN: 9781617298059

Haifeng Jin

Xia Hu

Lingua

Inglese

Libro In brossura

Codice Libristo: 36512613

Casa editrice Manning Publications, giugno 2022

Optimize every stage of your machine learning pipelines with powerful automation components and cutt... Descrizione completa

Codice Libristo: 36512613

165 b

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Optimize every stage of your machine learning pipelines with powerful automation components and cutting-edge tools like AutoKeras and KerasTuner.

In Automated Machine Learning in Action you will learn how to:

Improve a machine learning model by automatically tuning its hyperparameters
Pick the optimal components for creating and improving your pipelines
Use AutoML toolkits such as AutoKeras and Keras Tuner
Design and implement search algorithms to find the best component for your ML task
Accelerate the AutoML process with data-parallel, model pre-training, and other techniques

Automated Machine Learning in Action reveals how premade machine learning components can automate time-consuming ML tasks.It''s written in a math-lite and accessible style, and filled with hands-on examples for applying AutoML techniques to every stage of a pipeline. You''ll use tools like AutoKeras to create pipelines that automatically select the best approach for your task, remove the burden of manual tuning, and can even be implemented by machine learning novices!