Machine Learning Automation with TPOT Build, validate, and deploy fully automated machine learning models with Python Radecic, Dario

Format:

Book

Author/Creator:

Radecic, Dario

Language:

English

Physical Description:

1 online resource (270 p.)

Place of Publication:

Birmingham, England Packt Publishing 2021

Summary:

The automation of machine learning tasks allows developers more time to focus on the usability and reactivity of the software powered by machine learning models. TPOT is a Python automated machine learning tool used for optimising machine learning pipelines using genetic programming. Automating machine learning with TPOT enables individuals and companies to develop production-ready machine learning models cheaper and faster than with traditional methods. With this practical guide to AutoML, developers working with Python on machine learning tasks will be able to put their knowledge to work and become productive quickly. Youll adopt a hands-on approach to learning the implementation of AutoML and associated methodologies.

ISBN:

9781800567887

180056788X