Catch Network Image In Flutter
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Mobile Deep Learning with TensorFlow Lite, ML Kit and Flutter
Author: Anubhav Singh
language: en
Publisher: Packt Publishing Ltd
Release Date: 2020-04-06
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.
Flutter in Action
Summary In 2017, consumers downloaded 178 billion apps, and analysts predict growth to 258 billion by 2022. Mobile customers are demanding more—and better—apps, and it’s up to developers like you to write them! Flutter, a revolutionary new cross-platform software development kit created by Google, makes it easier than ever to write secure, high-performance native apps for iOS and Android. Flutter apps are blazingly fast because this open source solution compiles your Dart code to platform-specific programs with no JavaScript bridge! Flutter also supports hot reloading to update changes instantly. And thanks to its built-in widgets and rich motion APIs, Flutter’s apps are not just highly responsive, they’re stunning! Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology With Flutter, you can build mobile applications using a single, feature-rich SDK that includes everything from a rendering engine to a testing environment. Flutter compiles programs written in Google’s intuitive Dart language to platform-specific code so your iOS and Android games, utilities, and shopping platforms all run like native Java or Swift apps. About the book Flutter in Action teaches you to build professional-quality mobile applications using the Flutter SDK and the Dart programming language. You’ll begin with a quick tour of Dart essentials and then dive into engaging, well-described techniques for building beautiful user interfaces using Flutter’s huge collection of built-in widgets. The combination of diagrams, code examples, and annotations makes learning a snap. As you go, you’ll appreciate how the author makes easy reading of complex topics like routing, state management, and async programming. What's inside Understanding the Flutter approach to the UI All the Dart you need to get started Creating custom animations Testing and debugging About the reader You’ll need basic web or mobile app development skills. About the author Eric Windmill is a professional Dart developer and a contributor to open-source Flutter projects. His work is featured on the Flutter Showcase page. Table of Contents: PART 1 - MEET FLUTTER 1 ¦ Meet Flutter 2 ¦ A brief intro to Dart 3 ¦ Breaking into Flutter PART 2 - FLUTTER USER INTERACTION, STYLES, AND ANIMATIONS 4 ¦ Flutter UI: Important widgets, themes, and layout 5 ¦ User interaction: Forms and gestures 6 ¦ Pushing pixels: Flutter animations and using the canvas PART 3 - STATE MANAGEMENT AND ASYNCHRONOUS DART 7 ¦ Flutter routing in depth 8 ¦ Flutter state management 9 ¦ Async Dart and Flutter and infinite scrolling PART 4 - BEYOND FOUNDATIONS 10 ¦ Working with data: HTTP, Firestore, and JSON 11 ¦ Testing Flutter apps
Mastering Flutter: The Ultimate Guide to Building Beautiful Apps
Unlock the full potential of Flutter and embark on your journey to creating stunning, high-performance mobile applications with "Mastering Flutter: The Ultimate Guide to Building Beautiful Apps." This comprehensive guide is designed for developers of all levels, from beginners to experienced programmers, who want to harness the power of Flutter to build beautiful, natively compiled applications for mobile, web, and desktop from a single codebase. Contents Overview: Introduction: Discover why Flutter is the future of mobile app development and what you will learn from this book. Understand who this book is for and how to make the most of it. Getting Started with Flutter: Step-by-step instructions on installing Flutter, setting up your development environment, and running your first Flutter app. Learn how to create a new Flutter project and explore the default app structure. Setting Up Your Development Environment: Detailed system requirements and installation guides for Windows, macOS, and Linux. Configure your IDE, emulators, and physical devices to streamline your development process. Building and Customizing Your App: Dive deep into Flutter's widget library, understand state management, and learn how to navigate between screens. Customize your app with beautiful UI elements and animations to enhance user experience. Advanced Flutter Concepts: Explore advanced topics such as integrating with backend services, handling user authentication, and leveraging Flutter's powerful plugin system. Optimize your app's performance and ensure it is ready for production. Key Features: Comprehensive Guide: Covering everything from the basics to advanced concepts, this book is your one-stop resource for mastering Flutter. Hands-On Approach: Practical examples and step-by-step tutorials to help you build real-world applications. Expert Insights: Learn from experienced Flutter developers and gain insights into best practices and industry standards. Up-to-Date Information: Stay current with the latest features and updates in the Flutter framework. Who This Book Is For: Whether you are a novice developer just getting started or an experienced programmer looking to expand your skills, this book provides valuable knowledge and practical skills to help you succeed in the world of Flutter development. How to Use This Book: Follow along with the tutorials, experiment with the code examples, and apply the concepts to your own projects. Use the book as a reference guide to revisit key topics and deepen your understanding as you progress in your Flutter journey. Conclusion: "Mastering Flutter: The Ultimate Guide to Building Beautiful Apps" is your essential companion for creating beautiful, functional, and high-performing applications. Start your journey today and unlock the power of Flutter!