Learning Tensorflow.Js: Powerful Machine Learning in JavaScript

Gant Laborde

Learning Tensorflow.Js: Powerful Machine Learning in JavaScript

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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)

鑑於對人工智慧的需求以及JavaScript的普及性，TensorFlow.js是不可避免的。有了這個Google框架，經驗豐富的人工智慧專家和網頁開發人員都可以推動AI驅動網站的未來。在這本指南中，作者Gant Laborde（Google機器學習和網頁開發專家）為廣大技術人員提供了一個實用的TensorFlow.js基礎知識，包括數據科學家、工程師、網頁開發人員、學生和研究人員。

您將首先通過一些TensorFlow.js的基本示例進行工作，然後深入研究神經網絡架構、數據框、TensorFlow Hub、模型轉換、遷移學習等。完成本書後，您將知道如何使用TensorFlow.js構建和部署可投入生產的深度學習系統。

- 探索張量，這是機器學習最基本的結構
- 通過一個實際示例將數據轉換為張量，並進行相反操作
- 使用TensorFlow.js將人工智慧與網頁結合
- 使用資源轉換、訓練和管理機器學習數據
- 從頭開始構建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是一位自豪的新奧爾良本地人和冒險的工程師。他的成就包括擁有Infinite Red公司、指導者、兼職教授、出版作家和屢獲殊榮的演講者。作為一位擁有超過20年開發經驗的開發者，他在數百個會議上發表演講並培訓了眾多開發者。作為一位Google開發者專家，他在機器學習和網頁開發領域都有專業知識，並以多個角度介紹TensorFlow.js，使概念易於理解。關注Gant的冒險故事，請訪問http://gantlaborde.com/。

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