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 Auto-Keras * Learn how to use Auto-Keras for techniques such as Classification, Regression, Sentiment Analysis and so on * Get familiar with the advanced concepts as multimodal, multitask and search space customization Book Description AutoKeras is an AutoML open-source software library that aims to provide deep learning models with easy access. If you are looking to build deep learning model architectures and make parameters tuning automatically using AutoKeras, then this book is for you. This book will teach 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 notions required to get started with this machine learning approach. You will then learn how to use AutoKeras for Image and Text Classification and Regression. You will learn how to use Autokeras to perform sentiment analysis on documents. The book will also teach you how to implement with AutoKeras a custom model for Topic Classification. Towards the end, you will deep dive into some AutoKeras advanced concepts such as working with multi-modal data and multi-task, customizing the model with Automodel, Visualize experiment results using AutoKeras Extensions. At the end of the book, you will be ready and confident to 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 Auto-Keras * Automate a machine learning pipeline with Auto-Keras * Create image classifier and regressor using Auto-Keras * Implement text classifier and regressor using Auto-Keras * Use Autokeras to perform sentiment analysis of a text classifying it as negative or positive * Use AutoKeras to classify documents by topics * Take advantage of Auto-Keras using its most powerful extensions Who This Book Is For Machine Learning and Deep Learning enthusiasts who want to apply the automated ML techniques to their projects. Prior basic knowledge of Python programming is expected

Book Information
ISBN 9781800567641
Author Luis Sobrecueva
Format Paperback
Page Count 182
Imprint Packt Publishing Limited
Publisher Packt Publishing Limited
Weight(grams) 75g