AI and Machine Learning for On-Device Development: A Programmer's Guide

Moroney, Laurence

AI and Machine Learning for On-Device Development: A Programmer's Guide

買這商品的人也買了...

相關主題

商品描述

AI is nothing without somewhere to run it. Now that mobile devices have become the primary computing device for most people, it's essential that mobile developers add AI to their toolbox. This insightful book is your guide to creating models and running them on popular mobile platforms such as iOS and Android.

Laurence Moroney, lead AI advocate at Google, offers an introduction to machine learning techniques and tools, then walks you through writing Android and iOS apps powered by common ML models like computer vision and text recognition, using tools such as ML Kit, TensorFlow Lite, and Core ML. If you're a mobile developer, this book will help you take advantage of the ML revolution today.

  • Explore the options for implementing ML and AI on mobile devices--and when to use each
  • Create ML models for iOS and Android
  • Write ML Kit and TensorFlow Lite apps for iOS and Android and Core ML/Create ML apps for iOS
  • Understand how to choose the best techniques and tools for your use case: on-device inference versus cloud-based inference, high-level APIs versus low-level APIs, and more
  • Learn privacy and ethics best practices for ML on devices

商品描述(中文翻譯)

AI沒有運行的地方就無法存在。現在，由於移動設備已成為大多數人的主要計算設備，對於移動開發人員來說，將AI添加到他們的工具箱中至關重要。這本富有洞察力的書將指導您在iOS和Android等流行移動平台上創建模型並運行它們。

Google的首席AI倡導者Laurence Moroney介紹了機器學習技術和工具，然後引導您撰寫由常見的ML模型（如計算機視覺和文本識別）驅動的Android和iOS應用程序，使用ML Kit、TensorFlow Lite和Core ML等工具。如果您是移動開發人員，這本書將幫助您充分利用當今的ML革命。

本書內容包括：
- 探索在移動設備上實現ML和AI的選項，以及何時使用每個選項
- 為iOS和Android創建ML模型
- 編寫iOS和Android的ML Kit和TensorFlow Lite應用程序，以及iOS的Core ML/Create ML應用程序
- 瞭解如何為您的用例選擇最佳技術和工具：設備上的推理與基於雲的推理、高級API與低級API等
- 學習設備上ML的隱私和道德最佳實踐

作者簡介

Laurence Moroney leads AI Advocacy at Google. His goal is to educate the world of software developers in how to build AI systems with Machine Learning. He's a frequent contributor to the TensorFlow YouTube channel at youtube.com/tensorflow, a recognized global keynote speaker and author of more books than he can count, including several best-selling science fiction novels, and a produced screenplay. He's based in Washington state, where he drinks way too much coffee. You can reach him on twitter at @lmoroney, or LinkedIn at linkedin.com/in/laurence-moroney.

作者簡介(中文翻譯)

Laurence Moroney在Google擔任AI倡導的職位。他的目標是教育軟體開發人員如何使用機器學習建立AI系統。他經常在TensorFlow的YouTube頻道（youtube.com/tensorflow）上發表貢獻，是一位受到認可的全球主題演講者，也是多本暢銷科幻小說和一部已製作的劇本的作者。他目前居住在華盛頓州，喝咖啡喝得太多。您可以在Twitter上找到他，帳號是@lmoroney，或在LinkedIn上找到他，個人頁面是linkedin.com/in/laurence-moroney。

類似商品