Explainable Artificial Intelligence: A Practical Guide

Mahalle, Parikshit Narendra, Ingle, Yashwant Sudhakar

Explainable Artificial Intelligence: A Practical Guide
  • 出版商: Charles River Media
  • 出版日期: 2024-12-02
  • 售價: $2,360
  • 貴賓價: 9.5 折 $2,242
  • 語言: 英文
  • 頁數: 94
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 8770047138
  • ISBN-13: 9788770047135
  • 相關分類: 人工智慧

    • 尚未上市，無法訂購

相關主題

商品描述

This book explores the growing focus on artificial intelligence (AI) systems in both industry and academia. It evaluates and justifies AI applications while enhancing trust in AI outcomes and aiding comprehension of AI feature development. Key topics include an overview of explainable AI, black-box model understanding, interpretability techniques, practical XAI applications, and future trends and challenges in XAI.

Technical topics discussed in the book include:

  • Explainable AI overview
  • Understanding black-box models
  • Techniques for model interpretability
  • Practical applications of XAI
  • Future trends and challenges in XAI.

商品描述(中文翻譯)

本書探討了在產業和學術界對人工智慧（AI）系統日益增長的關注。它評估並證明了AI應用的合理性，同時增強對AI結果的信任，並幫助理解AI特徵的發展。主要主題包括可解釋AI的概述、黑箱模型的理解、可解釋性技術、實用的XAI應用，以及XAI的未來趨勢和挑戰。

本書討論的技術主題包括：
- 可解釋AI概述
- 理解黑箱模型
- 模型可解釋性的技術
- XAI的實用應用
- XAI的未來趨勢和挑戰。

作者簡介

Dr. Parikshit Narendra Mahalle is a senior member IEEE and is Professor, Dean Research and Development and Head of Department of Artificial Intelligence and Data Science at Vishwakarma Institute of Information Technology, Pune, India. He completed his Ph.D. from Aalborg University, Denmark and continued as Post Doc Researcher at CMI, Copenhagen, Denmark. He has 23+ years of teaching and research experience. He is an ex-member of the Board of Studies in Computer Engineering, ex-Chairman Information Technology, SPPU and various Universities and autonomous colleges across India. He has 12 patents and has 200+ research publications.

Mr. Yashwant Sudhakar Ingle is presently working at VIIT, Pune as Assistant Professor in Department of AI&DS. He has a total of 15 years work experience. He is pursuing a Ph.D. from SPPU and completed his M.Tech. CSE from Visvesvaraya National Institute of Technology, Nagpur and his B.E. CSE from Amravati University. Mr. Ingle has 4 design patents granted, 1 US patent published, 25 Indian utility patents published, 4 software copyrights and 2 literary research copyrights registered. He has authored a Springer book recently on Data Centric AI: A Beginner's Guide. He has published 25+ papers in Scopus, Web of Science journals, IEEE and Springer International Conferences and received 4 Best Paper Awards at the RACE National Conference 2021.

作者簡介(中文翻譯)

Dr. Parikshit Narendra Mahalle 是 IEEE 的資深會員，並擔任印度浦那的 Vishwakarma Institute of Information Technology 人工智慧與數據科學系的教授、研究與發展院院長及系主任。他在丹麥奧爾堡大學完成博士學位，並在丹麥哥本哈根的 CMI 繼續擔任博士後研究員。他擁有超過 23 年的教學與研究經驗。他曾是計算機工程學科的學術委員會成員，曾擔任 SPPU 的資訊科技系主任，以及印度各大學和自治學院的多個職位。他擁有 12 項專利，並發表了超過 200 篇研究論文。

Yashwant Sudhakar Ingle 先生目前在 VIIT, Pune 擔任人工智慧與數據科學系的助理教授。他擁有總共 15 年的工作經驗。他正在 SPPU 追求博士學位，並在納格浦爾的 Visvesvaraya National Institute of Technology 完成了 M.Tech. CSE，並在阿姆拉瓦提大學獲得 B.E. CSE。Ingle 先生擁有 4 項設計專利，1 項已發表的美國專利，25 項已發表的印度實用專利，4 項軟體著作權及 2 項文學研究著作權已註冊。他最近撰寫了一本關於數據中心人工智慧的入門指南的 Springer 書籍。他在 Scopus、Web of Science 期刊、IEEE 和 Springer 國際會議上發表了超過 25 篇論文，並在 2021 年的 RACE 全國會議上獲得 4 項最佳論文獎。

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