Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML
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Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML
Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML
Elementas #: 19129724

Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML

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Elementas #: 19129724

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Shop Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML online at a best price in Lithuania. 1788994590
  • Bring magic to your mobile apps using TensorFlow Lite and Core MLKey FeaturesExplore machine learning using classification, analytics, and detection tasks. Work with image, text and video datasets to delve into real-world tasks Build apps for Android and iOS using Caffe, Core ML and Tensorflow Lite Book DescriptionMachine 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. The 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. By 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.What you will learnDemystify the machine learning landscape on mobile Age and gender detection using TensorFlow Lite and Core ML Use ML Kit for Firebase for in-text detection, face detection, and barcode scanning Create a digit classifier using adversarial learning Build a cross-platform application with face filters using OpenCV Classify food using deep CNNs and TensorFlow Lite on iOS Who this book is forMachine 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.Table of ContentsMobile Landscapes in Machine LearningCNN Based Age and Gender Identification Using Core MLApplying Neural Style Transfer on PhotosDeep Diving into the ML Kit with FirebaseA Snapchat-Like AR Filter on AndroidHandwritten Digit Classifier Using Adversarial LearningFace-Swapping with Your Friends Using OpenCVClassifying Food Using Transfer LearningWhat's Next?
Publisher Packt Publishing
Publication date October 31, 2018
Language English
Print length 246 pages
ISBN-10 1788994590
ISBN-13 978-1788994590
Item Weight 1.06 pounds (480 grams)
Dimensions 7.5 x 0.56 x 9.25 inches (19.1 x 1.4 x 23.5 cm)

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Machine Learning Projects for Mobile Applications: Build Android and iOS applications using TensorFlow Lite and Core ML

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