AI and Machine Learning for On-Device Development: A Programmer's Guide - Softcover

Moroney, Laurence

Softcover

ISBN 10: 109810174X ISBN 13: 9781098101749

Publisher: O'Reilly Media, 2021

Synopsis

AI is nothing without somewhere to run it. Now that mobile devices have become the primary computing device for most people, it's essential that mobile developers add AI to their toolbox. This insightful book is your guide to creating and running models on popular mobile platforms such as iOS and Android.

Laurence Moroney, lead AI advocate at Google, offers an introduction to machine learning techniques and tools, then walks you through writing Android and iOS apps powered by common ML models like computer vision and text recognition, using tools such as ML Kit, TensorFlow Lite, and Core ML. If you're a mobile developer, this book will help you take advantage of the ML revolution today.

• Explore the options for implementing ML and AI on mobile devices
• Create ML models for iOS and Android
• Write ML Kit and TensorFlow Lite apps for iOS and Android, and Core ML/Create ML apps for iOS
• Choose the best techniques and tools for your use case, such as cloud-based versus on-device inference and high-level versus low-level APIs
• Learn privacy and ethics best practices for ML on devices

About this title

About the Author

Laurence Moroney is the lead AI Advocate at Google. A veteran in the programming and machine learning industry, Laurence has authored over 20 books, including top selling programming books, science fiction novels, and even movie-related comic books. He teaches the TensorFlow specializations on Coursera with Andrew Ng of deeplearning.ai. A recognized speaker all over the world, Laurence is passionate about demistifying AI and ML for software developers.

Edition details

• Publisher: O'Reilly Media
• Publication date: 2021
• Language: English
• ISBN 10: 109810174X
• ISBN 13: 9781098101749
• Binding: Paperback
• Number of pages: 326