Automated Machine Learning with AutoKeras

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.

Type
ebook
Category
Data
publication date
2021-05-21
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

no of pages
194
duration
388
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
approach
Complete with step-by-step explanations of essential concepts, practical examples, and self-assessment questions, you will solve real-world problems by creating different machine learning models in each chapter using AutoKeras.
audience
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.
meta description
Create better and easy-to-use deep learning models with AutoKeras
short description
AutoKeras is a very simple and popular open source AutoML framework that provides easy access to deep learning models. This book will help you to explore the basics of automated machine learning using practical examples, enabling you to create and use your own models in your company or project.
subtitle
Deep learning made accessible for everyone with just few lines of coding
keywords
AutoKeras, Automated Machine Learning AutoML, machine learning
Product ISBN
9781800567641