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 coding examples in this book are available as Jupyter Notebook/s that can be downloaded from the following website: https://github.com/PacktPublishing/Automated-Machine-Learning-with-AutoKeras.

Jupyter Notebook provides a Python-based environment where code can be developed as a sequence of steps, which are called cells. The notebook also provides flexibility to install libraries/dependencies on the go by executing Linux-based commands in the cells.

So, to run the coding examples in this chapter, you only need a computer with Jupyter installed. For instance, in Ubuntu/Linux, you can install it with this line:

$ apt-get install python3-pip jupyter-notebook

The previous command will install the Jupyter notebook package and all its dependencies.

You can also take a look at the Installing AutoKeras on an Ubuntu Linux workstation section for more details.

Alternatively, you can also run these notebooks using Google Colaboratory, in which case...