Automated machine learning in action
(Book)
Author
Contributors
Published
Shelter Island : Manning Publications, 2022.
Format
Book
ISBN
9781617298059, 1617298050
Physical Desc
xxi, 312 pages ; 24 cm
Status
Morris County Library - Adult Nonfiction
006.31 SON
1 available
006.31 SON
1 available
Description
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Copies
Location | Call Number | Status |
---|---|---|
Morris County Library - Adult Nonfiction | 006.31 SON | Available |
Subjects
LC Subjects
OCLC Fast Subjects
More Details
Published
Shelter Island : Manning Publications, 2022.
Language
English
ISBN
9781617298059, 1617298050
Notes
Bibliography
Includes index.
Description
Machine learning tasks like data pre-processing, feature selection, and model optimization can be time-consuming and highly technical. Automated machine learning, or AutoML, applies pre-built solutions to these chores, eliminating errors caused by manual processing. By accelerating and standardizing work throughout the ML pipeline, AutoML frees up valuable data scientist time and enables less experienced users to apply machine learning effectively. Automated Machine Learning in Action shows you how to save time and get better results using AutoML. As you go, you'll learn how each component of an ML pipeline can be automated with AutoKeras and KerasTuner. The book is packed with techniques for automating classification, regression, data augmentation, and more. The payoff: Your ML systems will be able to tune themselves with little manual work. What's inside: Automatically tune model hyperparameters; Pick the optimal pipeline components; Select appropriate models and features; Learn different search algorithms and acceleration strategies. For ML novices building their first pipelines and experienced ML engineers looking to automate tasks.
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Citations
APA Citation, 7th Edition (style guide)
Song, Q., Jin, H., & Hu, X. (2022). Automated machine learning in action . Manning Publications.
Chicago / Turabian - Author Date Citation, 17th Edition (style guide)Song, Qingquan, Haifeng, Jin and Xia, Hu. 2022. Automated Machine Learning in Action. Manning Publications.
Chicago / Turabian - Humanities (Notes and Bibliography) Citation, 17th Edition (style guide)Song, Qingquan, Haifeng, Jin and Xia, Hu. Automated Machine Learning in Action Manning Publications, 2022.
MLA Citation, 9th Edition (style guide)Song, Qingquan,, Haifeng Jin, and Xia Hu. Automated Machine Learning in Action Manning Publications, 2022.
Note! Citations contain only title, author, edition, publisher, and year published. Citations should be used as a guideline and should be double checked for accuracy. Citation formats are based on standards as of August 2021.
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