{"product_id":"machine-learning-projects-for-mobile-applications-9781788994590","title":"Machine Learning Projects for Mobile Applications","description":"\u003cp\u003e • Author(s): Karthikeyan NG\u003cbr\u003e • Publisher: Packt Publishing Limited\u003cbr\u003e • Publisher Imprint: Packt Publishing Limited\u003cbr\u003e • BISAC: Artificial Intelligence - Computer Vision \u0026amp; Pattern Recognit\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan class=\"a-text-bold\"\u003eBring magic to your mobile apps using TensorFlow Lite and Core ML\u003c\/span\u003e\u003c\/p\u003e\u003cspan\u003eKey Features\u003c\/span\u003e\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eExplore machine learning using classification, analytics, and detection tasks.\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eWork with image, text and video datasets to delve into real-world tasks\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eBuild apps for Android and iOS using Caffe, Core ML and Tensorflow Lite\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cspan\u003eBook Description\u003c\/span\u003e\u003cp\u003e\u003cspan\u003eMachine learning is a technique that focuses on developing computer programs that can be modified when exposed to new data. We can make use of it for our mobile applications and this book will show you how to do so.\u003c\/span\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan\u003eThe book starts with the basics of machine learning concepts for mobile applications and how to get well equipped for further tasks. You will start by developing an app to classify age and gender using Core ML and Tensorflow Lite. You will explore neural style transfer and get familiar with how deep CNNs work. We will also take a closer look at Google’s ML Kit for the Firebase SDK for mobile applications. You will learn how to detect handwritten text on mobile. You will also learn how to create your own Snapchat filter by making use of facial attributes and OpenCV. You will learn how to train your own food classification model on your mobile; all of this will be done with the help of deep learning techniques. Lastly, you will build an image classifier on your mobile, compare its performance, and analyze the results on both mobile and cloud using TensorFlow Lite with an RCNN.\u003c\/span\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan\u003eBy the end of this book, you will not only have mastered the concepts of machine learning but also learned how to resolve problems faced while building powerful apps on mobiles using TensorFlow Lite, Caffe2, and Core ML.\u003c\/span\u003e\u003c\/p\u003e\u003cspan\u003eWhat you will learn\u003c\/span\u003e\u003cul class=\"a-unordered-list a-vertical\"\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eDemystify the machine learning landscape on mobile\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eAge and gender detection using TensorFlow Lite and Core ML\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eUse ML Kit for Firebase for in-text detection, face detection, and barcode scanning\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eCreate a digit classifier using adversarial learning\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eBuild a cross-platform application with face filters using OpenCV\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan class=\"a-list-item\"\u003e\u003cspan\u003eClassify food using deep CNNs and TensorFlow Lite on iOS \u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cspan\u003eWho this book is for\u003c\/span\u003e\u003cp\u003e\u003cspan\u003eMachine Learning Projects for Mobile Applications is for you if you are a data scientist, machine learning expert, deep learning, or AI enthusiast who fancies mastering machine learning and deep learning implementation with practical examples using TensorFlow Lite and CoreML. Basic knowledge of Python programming language would be an added advantage.\u003c\/span\u003e\u003c\/p\u003e","brand":"Packt Publishing Limited","offers":[{"title":"Paperback","offer_id":45608221212823,"sku":"9781788994590","price":4248.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781788994590.webp?v=1767137786","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-projects-for-mobile-applications-9781788994590","provider":"Atlantic Books","version":"1.0","type":"link"}