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Automated Machine Learning in Action
Language
English
English
Book
Paperback
Optimize every stage of your machine learning pipelines with powerful automation components and cutt...
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Libristo code: 36512613
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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!
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About the book
Full name
Automated Machine Learning in Action
Author
Haifeng Jin, Xia Hu
Language
English
English
Binding
Book - Paperback
Date of issue
2022
Number of pages
300
EAN
9781617298059
ISBN
1617298050
Libristo code
36512613
Publishers
Manning Publications
Weight
626
Dimensions
235 x 188 x 24
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