Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter

Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter
Author :
Publisher : Packt Publishing Ltd
Total Pages : 372
Release :
ISBN-10 : 9781789613995
ISBN-13 : 178961399X
Rating : 4/5 (95 Downloads)

Book Synopsis Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter by : Anubhav Singh

Download or read book Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter written by Anubhav Singh and published by Packt Publishing Ltd. This book was released on 2020-04-06 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to deploy effective deep learning solutions on cross-platform applications built using TensorFlow Lite, ML Kit, and Flutter Key FeaturesWork through projects covering mobile vision, style transfer, speech processing, and multimedia processingCover interesting deep learning solutions for mobileBuild your confidence in training models, performance tuning, memory optimization, and neural network deployment through every projectBook Description Deep learning is rapidly becoming the most popular topic in the mobile app industry. This book introduces trending deep learning concepts and their use cases with an industrial and application-focused approach. You will cover a range of projects covering tasks such as mobile vision, facial recognition, smart artificial intelligence assistant, augmented reality, and more. With the help of eight projects, you will learn how to integrate deep learning processes into mobile platforms, iOS, and Android. This will help you to transform deep learning features into robust mobile apps efficiently. You’ll get hands-on experience of selecting the right deep learning architectures and optimizing mobile deep learning models while following an application oriented-approach to deep learning on native mobile apps. We will later cover various pre-trained and custom-built deep learning model-based APIs such as machine learning (ML) Kit through Firebase. Further on, the book will take you through examples of creating custom deep learning models with TensorFlow Lite. Each project will demonstrate how to integrate deep learning libraries into your mobile apps, right from preparing the model through to deployment. By the end of this book, you’ll have mastered the skills to build and deploy deep learning mobile applications on both iOS and Android. What you will learnCreate your own customized chatbot by extending the functionality of Google AssistantImprove learning accuracy with the help of features available on mobile devicesPerform visual recognition tasks using image processingUse augmented reality to generate captions for a camera feedAuthenticate users and create a mechanism to identify rare and suspicious user interactionsDevelop a chess engine based on deep reinforcement learningExplore the concepts and methods involved in rolling out production-ready deep learning iOS and Android applicationsWho this book is for This book is for data scientists, deep learning and computer vision engineers, and natural language processing (NLP) engineers who want to build smart mobile apps using deep learning methods. You will also find this book useful if you want to improve your mobile app’s user interface (UI) by harnessing the potential of deep learning. Basic knowledge of neural networks and coding experience in Python will be beneficial to get started with this book.


Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter Related Books

Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter
Language: en
Pages: 372
Authors: Anubhav Singh
Categories: Computers
Type: BOOK - Published: 2020-04-06 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Learn how to deploy effective deep learning solutions on cross-platform applications built using TensorFlow Lite, ML Kit, and Flutter Key FeaturesWork through p
Building Smart Drones with ESP8266 and Arduino
Language: en
Pages: 204
Authors: Syed Omar Faruk Towaha
Categories: Computers
Type: BOOK - Published: 2018-02-27 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Leverage the WiFi chip to build exciting Quadcopters Key Features Learn to create a fully functional Drone with Arduino and ESP8266 and their modified versions
Practical Deep Learning for Cloud, Mobile, and Edge
Language: en
Pages: 585
Authors: Anirudh Koul
Categories: Computers
Type: BOOK - Published: 2019-10-14 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

Whether you’re a software engineer aspiring to enter the world of deep learning, a veteran data scientist, or a hobbyist with a simple dream of making the nex
Hands-On Python Deep Learning for the Web
Language: en
Pages: 390
Authors: Anubhav Singh
Categories: Computers
Type: BOOK - Published: 2020-05-15 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Use the power of deep learning with Python to build and deploy intelligent web applications Key FeaturesCreate next-generation intelligent web applications usin
Flutter Cookbook
Language: en
Pages: 639
Authors: Simone Alessandria
Categories: Computers
Type: BOOK - Published: 2021-06-18 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Discover how to build, scale, and debug native iOS and Android applications from a single codebase using the Dart programming language – a hands-on approach K