Automated Machine Learning with AutoKeras

person icon Packt Publishing

Automated Machine Learning with AutoKeras

Automated Machine Learning with AutoKeras

person icon Luis Sobrecueva

ebook icon Packt Publishing

language icon Language - English

updated on icon Updated on Jan, 2023

architecture icon Machine Learning,Keras,IT & Software


This eBook includes

Formats : PDF (Read Only)

Pages : 194

ISBN : 9781800561816

Language : English

About the Book

Book description

Create better and easy-to-use deep learning models with AutoKeras

Key Features

  • Design and implement your own custom machine learning models using the features of AutoKeras
  • Learn how to use AutoKeras for techniques such as classification, regression, and sentiment analysis
  • Get familiar with advanced concepts as multi-modal, multi-task, and search space customization

Book Description

AutoKeras is an AutoML open-source software library that provides easy access to deep learning models. If you are looking to build deep learning model architectures and perform parameter tuning automatically using AutoKeras, then this book is for you.

This book teaches you how to develop and use state-of-the-art AI algorithms in your projects. It begins with a high-level introduction to automated machine learning, explaining all the concepts required to get started with this machine learning approach. You will then learn how to use AutoKeras for image and text classification and regression. As you make progress, you'll discover how to use AutoKeras to perform sentiment analysis on documents. This book will also show you how to implement a custom model for topic classification with AutoKeras. Toward the end, you will explore advanced concepts of AutoKeras such as working with multi-modal data and multi-task, customizing the model with AutoModel, and visualizing experiment results using AutoKeras Extensions.

By the end of this machine learning book, you will be able to confidently use AutoKeras to design your own custom machine learning models in your company.

What you will learn

  • Set up a deep learning workstation with TensorFlow and AutoKeras
  • Automate a machine learning pipeline with AutoKeras
  • Create and implement image and text classifiers and regressors using AutoKeras
  • Use AutoKeras to perform sentiment analysis of a text, classifying it as negative or positive
  • Leverage AutoKeras to classify documents by topics
  • Make the most of AutoKeras by using its most powerful extensions

Who this book is for

This book is for machine learning and deep learning enthusiasts who want to apply automated ML techniques to their projects. Prior basic knowledge of Python programming and machine learning is expected to get the most out of this book.

Automated Machine Learning with AutoKeras

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Author Details

Packt Publishing

Packt Publishing

Founded in 2004 in Birmingham, UK, Packt's mission is to help the world put software to work in new ways, through the delivery of effective learning and information services to IT professionals.

Working towards that vision, we have published over 6,500 books and videos so far, providing IT professionals with the actionable knowledge they need to get the job done - whether that's specific learning on an emerging technology or optimizing key skills in more established tools.

As part of our mission, we have also awarded over $1,000,000 through our Open Source Project Royalty scheme, helping numerous projects become household names along the way.

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