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Automated Machine Learning in Action
Engelsk
Bogcover for Automated Machine Learning in Action af Xia Hu, Haifeng Jin, Qingquan Song, 9781617298059
Specifikationer
Sprog:
Engelsk
Sider:
300
ISBN-13:
9781617298059
Indbinding:
Paperback
ISBN-10:
1617298050
Udg. Dato:
1 jun 2022
Størrelse i cm:
18,8 x 23,5 x 2,4
Oplagsdato:
1 jun 2022
Forfatter(e):
Paperback 2022
Format:

Bog beskrivelse

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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Specifikationer
Sprog:
Engelsk
Sider:
300
ISBN-13:
9781617298059
Indbinding:
Paperback
ISBN-10:
1617298050
Udg. Dato:
1 jun 2022
Størrelse i cm:
18,8 x 23,5 x 2,4
Oplagsdato:
1 jun 2022
Forfatter(e):
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