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

        ISBN: 1788838297

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        圖書介紹



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

        Machine Learning with Core ML: An iOS developer's guide to implementing machine learning in mobile apps by Joshua Newnham
        English | 28 Jun. 2018 | ISBN: 1788838297 | 378 Pages | EPUB | 10.13 MB



        Leverage the power of Apple's Core ML to create smart iOS apps

        Key Features
        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 iOS applications

        Book Description
        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 iOS 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 iOS). 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

        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 CoreML to image and video data using CNN
        Learn the qualities of RNN to recognize sketches, and augment drawing
        Use Core ML transfer learning to execute style transfer on images

        Who This Book Is For
        Machine Learning with Core ML is for you if you are an intermediate iOS 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 iOS 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.

        Table of Contents
        Introduction to Machine Learning
        Introduction to Apple Core ML
        Recognising objects in the world
        Locating Objects in the World
        Facial Emotion Detection with Convolutional Neural Networks
        Transfer Learning - Creating art with style transfer
        Assisted drawing with Convolutional Neural Networks
        Assisted drawing with Recurrent Neural Networks
        Object segmentation using neural networks
        An introduction to Create ML
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