An Intuitive Exploration of Artificial Intelligence: Theory and Applications of Deep Learning
暫譯: 人工智慧的直觀探索：深度學習的理論與應用

Dube, Simant

An Intuitive Exploration of Artificial Intelligence: Theory and Applications of Deep Learning
  • 出版商: Springer
  • 出版日期: 2021-06-22
  • 售價: $4,130
  • 貴賓價: 9.5 折 $3,924
  • 語言: 英文
  • 頁數: 442
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303068623X
  • ISBN-13: 9783030686239
  • 相關分類: 人工智慧、DeepLearning

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book develops a conceptual understanding of Artificial Intelligence (AI), Deep Learning and Machine Learning in the truest sense of the word. It is an earnest endeavor to unravel what is happening at the algorithmic level, to grasp how applications are being built and to show the long adventurous road in the future.
An Intuitive Exploration of Artificial Intelligence offers insightful details on how AI works and solves problems in computer vision, natural language understanding, speech understanding, reinforcement learning and synthesis of new content. From the classic problem of recognizing cats and dogs, to building autonomous vehicles, to translating text into another language, to automatically converting speech into text and back to speech, to generating neural art, to playing games, and the author's own experience in building solutions in industry, this book is about explaining how exactly the myriad applications of AI flow out of its immense potential.

The book is intended to serve as a textbook for graduate and senior-level undergraduate courses in AI. Moreover, since the book provides a strong geometrical intuition about advanced mathematical foundations of AI, practitioners and researchers will equally benefit from the book.

商品描述(中文翻譯)

本書在最真實的意義上發展了對人工智慧（Artificial Intelligence, AI）、深度學習（Deep Learning）和機器學習（Machine Learning）的概念理解。這是一項認真的努力，旨在揭示算法層面上發生的事情，理解應用程式是如何構建的，並展示未來漫長而冒險的道路。

《人工智慧的直觀探索》（An Intuitive Exploration of Artificial Intelligence）提供了有關AI如何運作及解決計算機視覺、自然語言理解、語音理解、強化學習和新內容合成等問題的深入細節。從經典的貓狗識別問題，到構建自動駕駛車輛，再到將文本翻譯成另一種語言，將語音自動轉換為文本並再轉回語音，生成神經藝術，玩遊戲，以及作者在業界構建解決方案的經驗，本書旨在解釋AI的無數應用如何從其巨大的潛力中流出。

本書旨在作為研究生和高年級本科生的AI課程教材。此外，由於本書提供了有關AI高級數學基礎的強幾何直覺，實務工作者和研究人員同樣能從中受益。

作者簡介

Dr. Simant Dube is a Silicon Valley veteran with over two decades of experience in industry. He is currently Head of Machine Vision, Advanced AI, at Varian Medical Systems, Palo Alto where he leads the application of AI in medicine. Prior to his present role, Dr. Dube was Technical Director, Center for Advanced Machine Learning, at Symantec, Mountain View. Trained as a computer engineer, he has worked in medical imaging, cybersecurity, robotics, visual search, web search and biotechnology. In addition to his Silicon Valley experience, Dr. Dube is a former academic and educator and he has supervised students including those at PhD level. He recently taught courses in Deep Learning at New College of Florida, Sarasota, for one year and contributed to the development of an inaugural data science program. Dr. Dube was a visiting faculty member at Indian Institute of Technology, Kanpur and Delhi, as a Ramanujan Fellow. He was a Canada International Fellow at Western University, London, Canada and he taught computer science at the University of New England, Armidale, Australia.

作者簡介(中文翻譯)

西門特·杜比博士（Dr. Simant Dube）是一位擁有超過二十年行業經驗的矽谷老將。他目前擔任位於帕洛阿爾托的瓦里安醫療系統（Varian Medical Systems）機器視覺與先進人工智慧部門的負責人，負責推動人工智慧在醫學中的應用。在擔任目前職位之前，杜比博士曾是位於山景城的賽門鐵克（Symantec）先進機器學習中心的技術總監。作為一名計算機工程師，他在醫學影像、網路安全、機器人技術、視覺搜尋、網路搜尋和生物技術等領域工作過。除了在矽谷的經驗外，杜比博士還曾擔任學術界的教育者，並指導過包括博士生在內的學生。他最近在佛羅里達州薩拉索塔的新佛羅里達學院教授了為期一年的深度學習課程，並參與了首個數據科學課程的開發。杜比博士曾作為拉馬努詹獎學金（Ramanujan Fellow）訪問教員在印度理工學院坎普爾和德里任教。他還曾是加拿大倫敦西部大學的國際獎學金獲得者，並在澳大利亞阿米代爾的新英格蘭大學教授計算機科學。

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