The Application of Artificial Intelligence: Step-By-Step Guide from Beginner to Expert
暫譯: 人工智慧的應用:從初學者到專家的逐步指南

Somogyi, Zoltán

  • 出版商: Springer
  • 出版日期: 2021-03-12
  • 售價: $4,890
  • 貴賓價: 9.5$4,646
  • 語言: 英文
  • 頁數: 431
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3030600319
  • ISBN-13: 9783030600310
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

商品描述

This book presents a unique, understandable view of machine learning using many practical examples and access to free professional software and open source code. The user-friendly software can immediately be used to apply everything you learn in the book without the need for programming.

After an introduction to machine learning and artificial intelligence, the chapters in Part II present deeper explanations of machine learning algorithms, performance evaluation of machine learning models, and how to consider data in machine learning environments. In Part III the author explains automatic speech recognition, and in Part IV biometrics recognition, face- and speaker-recognition. By Part V the author can then explain machine learning by example, he offers cases from real-world applications, problems, and techniques, such as anomaly detection and root cause analyses, business process improvement, detecting and predicting diseases, recommendation AI, several engineering applications, predictive maintenance, automatically classifying datasets, dimensionality reduction, and image recognition. Finally, in Part VI he offers a detailed explanation of the AI-TOOLKIT, software he developed that allows the reader to test and study the examples in the book and the application of machine learning in professional environments.

The author introduces core machine learning concepts and supports these with practical examples of their use, so professionals will appreciate his approach and use the book for self-study. It will also be useful as a supplementary resource for advanced undergraduate and graduate courses on machine learning and artificial intelligence.

商品描述(中文翻譯)

這本書提供了一個獨特且易於理解的機器學習觀點,使用許多實用的範例以及免費的專業軟體和開源代碼。這款使用者友好的軟體可以立即用來應用書中所學的所有知識,而無需編程。

在介紹機器學習和人工智慧之後,第二部分的章節深入解釋了機器學習演算法、機器學習模型的性能評估,以及如何在機器學習環境中考慮數據。在第三部分,作者解釋了自動語音識別,而在第四部分則探討生物識別技術,包括面部識別和說話者識別。到了第五部分,作者通過範例來解釋機器學習,提供來自真實應用的案例、問題和技術,例如異常檢測和根本原因分析、業務流程改進、疾病檢測和預測、推薦人工智慧、幾個工程應用、預測性維護、自動分類數據集、降維和圖像識別。最後,在第六部分,他詳細解釋了AI-TOOLKIT,這是他開發的軟體,允許讀者測試和研究書中的範例以及機器學習在專業環境中的應用。

作者介紹了核心的機器學習概念,並用實際範例來支持這些概念,因此專業人士會欣賞他的方式並利用這本書進行自學。這本書也將作為高級本科生和研究生機器學習及人工智慧課程的補充資源。

作者簡介

Zoltán Somogyi is an expert and experienced manager in the areas of machine learning and artificial intelligence, business improvement and simplification, innovation, digital transformation, and business intelligence. He has a Ph.D. from the Université catholique de Louvain in Belgium, a master's degree from the Budapest University of Technology and Economics, and an MBA from the Vlerick Business School.

作者簡介(中文翻譯)

Zoltán Somogyi 是機器學習和人工智慧、業務改善與簡化、創新、數位轉型以及商業智慧領域的專家和經驗豐富的管理者。他擁有比利時魯汶大學的博士學位、布達佩斯科技經濟大學的碩士學位,以及弗萊里克商學院的工商管理碩士學位。