Machine Learning with Core ML: An iOS developer's guide to implementing machine learning in mobile apps

About This Book

Explore the concepts of machine learning and Apple's Core ML APIs Use Core ML to understand and transform images and videos Exploit the power of using CNN and RNN in i OS applications

Who This Book Is For

Machine Learning with Core ML is for you if you are an intermediate i OS developer interested in applying machine learning to your mobile apps. This book is also for those who are machine learning developers or deep learning practitioners who want to bring the power of neural networks in their i OS apps. Some exposure to machine learning concepts would be beneficial but not essential, as this book acts as a launchpad into the world of machine learning for developers.

What You Will Learn

• Understand components of an ML project using algorithms, problems, and data
• Master Core ML by obtaining and importing machine learning model, and generate classes
• Prepare data for machine learning model and interpret results for optimized solutions
• Create and optimize custom layers for unsupported layers
• Apply Core ML to image and video data using CNNLearn the qualities of RNN to recognize sketches, and augment drawing
• Use Core ML transfer learning to execute style transfer on images In Detail Core ML is a popular framework by Apple, with APIs designed to support various machine learning tasks. It allows you to train your machine learning models and then integrate them into your i OS apps. Machine Learning with Core ML is a fun and practical guide that not only demystifies Core ML but also sheds light on machine learning. In this book, you'll walk through realistic and interesting examples of machine learning in the context of mobile platforms (specifically i OS). You'll learn to implement Core ML for visual-based applications using the principles of transfer learning and neural networks. Having got to grips with the basics, you'll discover a series of seven examples, each providing a new use-case that uncovers how machine learning can be applied along with the related concepts. By the end of the book, you will have the skills required to put machine learning to work in their own applications, using the Core ML APIs Style and approach An easy-to-follow step by step guide which will help you get to grips with real world application of Core ML

Book Details

• Author: Joshua Newnham
• Publisher: Packt Publishing
• eBook ISBN: 9781788835596, 178883559X
• Print ISBN: 9781788838290, 1788838297