Handbook of Deep Learning Models: Volume One: Fundamentals
暫譯: 深度學習模型手冊：第一卷：基礎知識
Verma, Parag, Sankar, Er Devarasetty Purna, Bhardwaj, Anuj
- 出版商: CRC
- 出版日期: 2025-11-18
- 售價: $8,140
- 貴賓價: 9.5 折 $7,733
- 語言: 英文
- 頁數: 14
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1041102682
- ISBN-13: 9781041102687
-
相關分類:
DeepLearning
海外代購書籍(需單獨結帳)
商品描述
This volume covers a comprehensive range of fundamental concepts in deep learning and artificial neural networks, making it suitable for beginners looking to learn the basics.
Using Keras, a popular neural network API in Python, this book offers practical examples that reinforce the theoretical concepts discussed. Real-world case studies add relevance by showing how deep learning is applied across various domains. The book covers topics such as layers, activation functions, optimization algorithms, backpropagation, convolutional neural networks (CNNs), data augmentation, and transfer learning - providing a solid foundation for building effective neural network models.
This book is a valuable resource for anyone interested in deep learning and artificial neural networks, offering both theoretical insights and practical implementation experience.
商品描述(中文翻譯)
本書涵蓋了深度學習和人工神經網絡的基本概念，適合希望學習基礎知識的初學者。
本書使用 Keras，這是一個流行的 Python 神經網絡 API，提供了實用的範例來加強所討論的理論概念。真實案例研究通過展示深度學習在各個領域的應用，增強了內容的相關性。本書涵蓋的主題包括層、激活函數、優化算法、反向傳播、卷積神經網絡（CNN）、數據增強和遷移學習，為建立有效的神經網絡模型提供了堅實的基礎。
本書是對深度學習和人工神經網絡感興趣的任何人的寶貴資源，提供了理論見解和實際實施經驗。
作者簡介
Anuj Bhardwaj is a distinguished author, educator, and entrepreneur, currently serving as the director, IQAC, and professor of computer science and engineering at Chandigarh University, and Founder of Data Matrix Experts Pvt. Ltd. With over 17 years of academic and research experience, he holds a PhD in computer science and a master's from BIT Mesra. Dr. Bhardwaj has authored six books with leading publishers, filed multiple patents, contributed nine book chapters, and published over 56 research papers. His expertise spans AI, neural networks, parallel computing, and computer vision. A mentor to many MTech and PhD scholars, he actively contributes to educational initiatives and continues to inspire through his work in advancing education technology.
Vaibhav Chaudhari obtained his integrated dual degree in BE computer science and MSc physics from BITS Pilani K.K. Birla Goa Campus in 2022. Vaibhav is currently working as a member of Technical Staff-3 in Nutanix. He is a member of the AHV Management team and works on distributed systems and VM Management Lifecycle. He has done multiple interdisciplinary projects in the fields of artificial intelligence, astrophysics, high-throughput biological analysis, and satellite data analysis, and his research interests lie in the field of application of artificial intelligence tools to solve real-world problems. He has published 12 research articles and two patents under his name.
Ankur Dumka is an associate professor with additional responsibilities as the dean (academic and research) and head of department, Computer Science and Engineering, the Women Institute of Technology, Dehradun. He has more than 14 years of experience and contributed 140 research papers, 15 book chapters, seven authored books, eight patents granted under his name, and seven patents published. Currently, he holds one R&D project with a grant exceeding ₹10 lakh and has completed one consultancy project of Government Medical College, Haldwani. Also, he was the coordinator of Smart City Dehradun for the drafting of the proposal.
Arnav Pandey is a graduate of St. Joseph's Academy, Dehradun, and has been accepted into the University of California, Los Angeles (UCLA), USA, as a bachelor of technology student majoring in computer science. He has more than three years of experience in the field, with his primary areas of research being deep learning, artificial intelligence, and machine learning. He has authored four research papers, two authored books' proposal accepted, two book chapters, and has one patent filed under his name. He is currently serving as a research trainee on a project exceeding ₹10 lakh in value and is actively working in the domain of generative AI.
Er. Devarasetty Purna Sankar is a seasoned senior software engineer at Data Foundry Pvt. Ltd., specializing in machine learning solutions for the health and finance sectors. With over seven years of experience and a postgraduate diploma in artificial intelligence and machine learning from IIIT Bangalore, he has contributed to impactful projects for Fortune 500 companies. Purna is an award-winning professional recognized for innovation, performance, and excellence in hackathons. Moreover, he is AWS certified, demonstrating strong expertise in cloud-enabled ML solutions. Beyond work, he enjoys hiking, playing badminton, and blending his technical acumen with creativity as an author, aiming to inspire and explore AI's societal impact through his writing.
Parag Verma is an accomplished AI data scientist and technical lead, associated with AIGC, a vertical of Algihaz Holding. With over a decade of experience in artificial intelligence and machine learning, he has specialized in delivering cutting-edge solutions across healthcare, life sciences, and robotics. His professional journey includes impactful roles at Data Foundry Pvt. Ltd., R2E Technologies, and Yuvayana Tech and Craft, along with contributions to various government projects with DST, UCOST, and UBMS. Dr. Verma holds a PhD in artificial intelligence and machine learning, a postgraduate degree in robotics engineering, and a bachelor's in computer science. His work is backed by multiple certifications from renowned institutions such as Stanford, Duke, Google Cloud, and the University of Pennsylvania. A recognized innovator and hackathon winner, he continues to push the boundaries of AI through research and real-world application.
作者簡介(中文翻譯)
Anuj Bhardwaj 是一位傑出的作者、教育家和企業家，目前擔任昌迪加爾大學的 IQAC 主任及計算機科學與工程教授，並且是 Data Matrix Experts Pvt. Ltd. 的創辦人。擁有超過 17 年的學術和研究經驗，他擁有計算機科學的博士學位以及來自 BIT Mesra 的碩士學位。Bhardwaj 博士已與多家知名出版社合作撰寫六本書籍，申請多項專利，貢獻九個書章，並發表超過 56 篇研究論文。他的專業領域涵蓋人工智慧、神經網絡、平行計算和計算機視覺。作為許多 MTech 和博士生的導師，他積極參與教育倡議，並通過推進教育技術的工作持續激勵他人。
Vaibhav Chaudhari 於 2022 年獲得 BITS Pilani K.K. Birla Goa Campus 的計算機科學 BE 與物理學 MSc 的綜合雙學位。Vaibhav 目前在 Nutanix 擔任技術人員-3。他是 AHV 管理團隊的成員，專注於分佈式系統和虛擬機管理生命週期。他在人工智慧、天體物理學、高通量生物分析和衛星數據分析等領域完成了多個跨學科項目，並且他的研究興趣在於應用人工智慧工具解決現實世界的問題。他已發表 12 篇研究文章，並以自己的名義申請了兩項專利。
Ankur Dumka 是一位副教授，並擔任德拉敦女性技術學院計算機科學與工程系的學術與研究院院長及系主任。他擁有超過 14 年的經驗，貢獻了 140 篇研究論文、15 個書章、七本著作、八項已授予的專利以及七項已發表的專利。目前，他持有一個超過 ₹10 萬的研發項目資助，並已完成一個政府醫學院的顧問項目。此外，他曾擔任德拉敦智慧城市提案草擬的協調員。
Arnav Pandey 是德拉敦聖約瑟學院的畢業生，已被美國加州大學洛杉磯分校 (UCLA) 接納，成為計算機科學專業的技術學士生。他在該領域擁有超過三年的經驗，主要研究領域為深度學習、人工智慧和機器學習。他已撰寫四篇研究論文，兩本著作的提案已被接受，兩個書章，並以自己的名義申請了一項專利。他目前擔任一個價值超過 ₹10 萬的項目的研究實習生，並積極從事生成式人工智慧的工作。
Er. Devarasetty Purna Sankar 是 Data Foundry Pvt. Ltd. 的資深軟體工程師，專注於健康和金融領域的機器學習解決方案。擁有超過七年的經驗，並持有來自 IIIT 班加羅爾的人工智慧和機器學習研究生文憑，他為多家 Fortune 500 公司貢獻了影響深遠的項目。Purna 是一位獲獎專業人士，以其在黑客馬拉松中的創新、表現和卓越而受到認可。此外，他還獲得 AWS 認證，展現了在雲端啟用的機器學習解決方案方面的強大專業知識。除了工作，他喜歡健行、打羽毛球，並作為作者將技術才能與創意結合，旨在通過寫作啟發並探索人工智慧對社會的影響。
Parag Verma 是一位出色的人工智慧數據科學家和技術負責人，與 Algihaz Holding 的 AIGC 部門相關聯。擁有超過十年的人工智慧和機器學習經驗，他專注於在醫療保健、生命科學和機器人技術領域提供尖端解決方案。他的職業生涯包括在 Data Foundry Pvt. Ltd.、R2E Technologies 和 Yuvayana Tech and Craft 的重要角色，並為多個政府項目（如 DST、UCOST 和 UBMS）做出貢獻。Verma 博士擁有人工智慧和機器學習的博士學位、機器人工程的研究生學位以及計算機科學的學士學位。他的工作得到了斯坦福大學、杜克大學、Google Cloud 和賓夕法尼亞大學等知名機構的多項認證支持。作為一位公認的創新者和黑客馬拉松獲獎者，他持續通過研究和實際應用推動人工智慧的邊界。
