Learning Tensorflow.Js: Powerful Machine Learning in JavaScript
暫譯: 學習 TensorFlow.js:在 JavaScript 中的強大機器學習

Gant Laborde

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商品描述

Given the demand for AI and the ubiquity of JavaScript, TensorFlow.js was inevitable. With this Google framework, seasoned AI veterans and web developers alike can help propel the future of AI-driven websites. In this guide, author Gant Laborde--Google Developer Expert in machine learning and the web--provides a hands-on end-to-end approach to TensorFlow.js fundamentals for a broad technical audience that includes data scientists, engineers, web developers, students, and researchers.

You'll begin by working through some basic examples in TensorFlow.js before diving deeper into neural network architectures, DataFrames, TensorFlow Hub, model conversion, transfer learning, and more. Once you finish this book, you'll know how to build and deploy production-ready deep learning systems with TensorFlow.js.

  • Explore tensors, the most fundamental structure of machine learning
  • Convert data into tensors and back with a real-world example
  • Combine AI with the web using TensorFlow.js
  • Use resources to convert, train, and manage machine learning data
  • Build and train your own training models from scratch

商品描述(中文翻譯)

考量到對人工智慧的需求以及 JavaScript 的普及性,TensorFlow.js 的出現是必然的。透過這個 Google 框架,資深的人工智慧專家和網頁開發者都能夠共同推動以人工智慧驅動的網站的未來。在這本指南中,作者 Gant Laborde——Google 的機器學習與網頁開發專家——提供了一個針對廣泛技術讀者的實作式端到端 TensorFlow.js 基礎知識的學習方式,這些讀者包括數據科學家、工程師、網頁開發者、學生和研究人員。

您將從一些 TensorFlow.js 的基本範例開始,然後深入探討神經網絡架構、DataFrames、TensorFlow Hub、模型轉換、遷移學習等主題。完成這本書後,您將能夠使用 TensorFlow.js 建立和部署生產就緒的深度學習系統。


  • 探索張量(tensors),機器學習中最基本的結構

  • 透過一個實際範例將數據轉換為張量並再轉回

  • 使用 TensorFlow.js 將人工智慧與網頁結合

  • 利用資源來轉換、訓練和管理機器學習數據

  • 從零開始建立和訓練自己的訓練模型

作者簡介

Gant Laborde is a proud New Orleans native and adventurous engineer. His accolades include being an owner of Infinite Red, mentor, adjunct professor, published author, and award-winning speaker. As a developer for over 20 years, he has spoken at hundreds of conferences and trained numerous developers. As a Google Developer Expert in both machine learning and the web, he covers TensorFlow.js from multiple perspectives to make the concept approachable. Follow Gant's adventures at http: //gantlaborde.com/

作者簡介(中文翻譯)

Gant Laborde 是一位自豪的紐奧良本地人和冒險工程師。他的成就包括 Infinite Red 的擁有者、導師、兼任教授、出版作者以及獲獎演講者。作為一名擁有超過 20 年經驗的開發者,他在數百場會議上發表演講並培訓了眾多開發者。作為 Google Developer Expert,專精於機器學習和網頁技術,他從多個角度探討 TensorFlow.js,使這一概念變得易於理解。請在 http://gantlaborde.com/ 跟隨 Gant 的冒險。