Pro Deep Learning with TensorFlow: A Mathematical Approach to Advanced Artificial Intelligence in Python
暫譯: 深入學習與 TensorFlow:Python 中高級人工智慧的數學方法

Santanu Pattanayak

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商品描述

Deploy deep learning solutions in production with ease using TensorFlow. You'll also develop the mathematical understanding and intuition required to invent new deep learning architectures and solutions on your own.
 
Pro Deep Learning with TensorFlow provides practical, hands-on expertise so you can learn deep learning from scratch and deploy meaningful deep learning solutions. This book will allow you to get up to speed quickly using TensorFlow and to optimize different deep learning architectures.
 
All of the practical aspects of deep learning that are relevant in any industry are emphasized in this book. You will be able to use the prototypes demonstrated to build new deep learning applications. The code presented in the book is available in the form of iPython notebooks and scripts which allow you to try out examples and extend them in interesting ways.
 
You will be equipped with the mathematical foundation and scientific knowledge to pursue research in this field and give back to the community. 
 
What You'll Learn
  • Understand full stack deep learning using TensorFlow and gain a solid mathematical foundation for deep learning
  • Deploy complex deep learning solutions in production using TensorFlow
  • Carry out research on deep learning and perform experiments using TensorFlow
Who This Book Is For
 
Data scientists and machine learning professionals, software developers, graduate students, and open source enthusiasts

商品描述(中文翻譯)

部署深度學習解決方案到生產環境中,使用 TensorFlow 變得輕而易舉。您還將發展出所需的數學理解和直覺,以便自行創造新的深度學習架構和解決方案。

《Pro Deep Learning with TensorFlow》提供實用的、動手的專業知識,讓您可以從零開始學習深度學習並部署有意義的深度學習解決方案。本書將使您能夠快速掌握 TensorFlow 的使用,並優化不同的深度學習架構。

本書強調了在任何行業中都相關的深度學習的所有實用方面。您將能夠使用書中展示的原型來構建新的深度學習應用程式。書中提供的程式碼以 iPython 筆記本和腳本的形式提供,讓您可以嘗試範例並以有趣的方式擴展它們。

您將具備數學基礎和科學知識,以便在這個領域進行研究並回饋社群。

**您將學到的內容**

- 理解使用 TensorFlow 的全棧深度學習,並獲得堅實的深度學習數學基礎
- 使用 TensorFlow 在生產環境中部署複雜的深度學習解決方案
- 進行深度學習研究並使用 TensorFlow 執行實驗

**本書適合誰閱讀**

數據科學家和機器學習專業人士、軟體開發人員、研究生以及開源愛好者