-
W empik go
Automated Machine Learning - ebook
Słuchaj i czytaj w abonamencie Go Standard już za 24,99 zł / 30 dni. Subskrypcja Go Standard daje możliwość dodania do biblioteki 3 dowolne tytuły w danym okresie rozliczeniowym (30 dni). Wybierasz z ponad 200 tys. audiobooków, ebooków i podcastów.
Automated Machine Learning - ebook
Every machine learning engineer deals with systems that have hyperparameters, and the most basic task in automated machine learning (AutoML) is to automatically set these hyperparameters to optimize performance. The latest deep neural networks have a wide range of hyperparameters for their architecture, regularization, and optimization, which can be customized effectively to save time and effort.
This book reviews the underlying techniques of automated feature engineering, model and hyperparameter tuning, gradient-based approaches, and much more. You'll discover different ways of implementing these techniques in open source tools and then learn to use enterprise tools for implementing AutoML in three major cloud service providers: Microsoft Azure, Amazon Web Services (AWS), and Google Cloud Platform. As you progress, you’ll explore the features of cloud AutoML platforms by building machine learning models using AutoML. The book will also show you how to develop accurate models by automating time-consuming and repetitive tasks in the machine learning development lifecycle.
By the end of this machine learning book, you’ll be able to build and deploy AutoML models that are not only accurate, but also increase productivity, allow interoperability, and minimize feature engineering tasks.
| Kategoria: | Computer Technology |
| Język: | Angielski |
| Zabezpieczenie: |
Watermark
|
| ISBN: | 978-1-80056-552-4 |
| Rozmiar pliku: | 37 MB |
