Book Image

Automated Machine Learning with AutoKeras

By : Luis Sobrecueva
Book Image

Automated Machine Learning with AutoKeras

By: Luis Sobrecueva

Overview of this book

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.
Table of Contents (15 chapters)
1
Section 1: AutoML Fundamentals
5
Section 2: AutoKeras in Practice
11
Section 3: Advanced AutoKeras

Technical requirements

All the code examples in this book are available as Jupyter notebooks that can be downloaded from https://github.com/PacktPublishing/Automated-Machine-Learning-with-AutoKeras.

Since code cells can be executed, each notebook can be self-installed; you just need to add the code snippet with the requirements you need. For this reason, at the beginning of each notebook, there is a code cell for environment setup that installs AutoKeras and its dependencies.

So, to run the code examples for this chapter, you only need a computer with Ubuntu Linux as your OS and install the Jupyter Notebook with the following code:

$ apt-get install python3-pip jupyter-notebook

Alternatively, you can also run these notebooks using Google Colaboratory, in which case you will only need a web browser. See the AutoKeras with Google Colaboratory section of Chapter 2, Getting Started with AutoKeras, for more details. Furthermore, in the Installing AutoKeras section of that chapter...