Automated Machine Learning in Action

Name: Automated Machine Learning in Action
Brand: Manning Publications
SKU: 9781617298059
Price: 65.99 EUR
Availability: InStock

Автор: Haifeng Jin, Xia Hu

Език:

Корици: С меки корици

Издател: Manning Publications

Наличност: 50% вероятност

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

Информация за книгата

Автор

Haifeng Jin, Xia Hu

Език

Английски език

Корици

Книга - С меки корици

Издадена

2022

страници

300

EAN

9781617298059

ISBN

1617298050

Enbook ID

36512613

Издател

Manning Publications

Теглоt

626

Размери

235 x 188 x 24

Пълно описание

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!

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Информация за книгата

Пълно описание

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