Data Science: Theory, Algorithms, and Applications
暫譯: 資料科學：理論、演算法與應用
Verma, Gyanendra K., Soni, Badal, Bourennane, Salah
- 出版商: Springer
- 出版日期: 2021-08-20
- 售價: $7,280
- 貴賓價: 9.5 折 $6,916
- 語言: 英文
- 頁數: 437
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 9811616809
- ISBN-13: 9789811616808
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相關分類:
Algorithms-data-structures、Data Science
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相關主題
商品描述
This book targets an audience with a basic understanding of deep learning, its architectures, and its application in the multimedia domain. Background in machine learning is helpful in exploring various aspects of deep learning. Deep learning models have a major impact on multimedia research and raised the performance bar substantially in many of the standard evaluations. Moreover, new multi-modal challenges are tackled, which older systems would not have been able to handle. However, it is very difficult to comprehend, let alone guide, the process of learning in deep neural networks, there is an air of uncertainty about exactly what and how these networks learn. By the end of the book, the readers will have an understanding of different deep learning approaches, models, pre-trained models, and familiarity with the implementation of various deep learning algorithms using various frameworks and libraries.
商品描述(中文翻譯)
本書針對對深度學習、其架構及在多媒體領域應用有基本了解的讀者。具備機器學習的背景有助於探索深度學習的各個方面。深度學習模型對多媒體研究產生了重大影響，並在許多標準評估中大幅提高了性能。此外，本書還探討了新的多模態挑戰，這些挑戰是舊系統無法處理的。然而，理解深度神經網絡的學習過程非常困難，更不用說指導這一過程，對於這些網絡究竟學習了什麼以及如何學習仍然存在不確定性。在本書結束時，讀者將對不同的深度學習方法、模型、預訓練模型有一定的了解，並熟悉使用各種框架和庫實現各種深度學習算法。
作者簡介
Gyanendra K. Verma is currently working as Assistant Professor at the Department of Computer Engineering, National Institute of Technology Kurukshetra, India. He has completed his B. Tech. from Harcourt Butler Technical University (formerly HBTI) Kanpur, India, and M. Tech. & Ph.D. from Indian Institute of Information Technology Allahabad (IIITA), India. His all degrees are in Information Technology. He has teaching and research experience of over six years in the area of Computer Science and Information Technology with a special interest in image processing, speech and language processing, human-computer interaction. His research work on affective computing and the application of wavelet transform in medical imaging and computer vision problems have been cited extensively. He is a member of various professional bodies like IEEE, ACM, IAENG & IACSIT.
Badal Soni is currently working as Assistant Professor at the Department of Computer Engineering, National Institute of Technology Silchar, India. He has completed his B. Tech. from Rajiv Gandhi Technical University (formerly RGPV) Bhopal, India, and M. Tech from Indian Institute of Information Technology, Design, and Manufacturing (IITDM), Jabalpur, India. He received Ph.D. from the National Institute of Technology Silchar, India. His all degrees are in Computer Science and Engineering. He has teaching and research experience of over seven years in the area of computer science and information technology with a special interest in computer graphics, image processing, speech and language processing. He has published more than 35 papers in refereed Journals, contributed books, and international conference proceedings. He is the Senior member of IEEE and professional members of various bodies like IEEE, ACM, IAENG & IACSIT.
Salah Bourennane received his Ph.D. degree from Institut National Polytechnique de Grenoble, France. Currently, he is a Full Professor at the Ecole Centrale Marseille, France. He is the head of the Multidimensional Signal Processing Group of Fresnel Institute. His research interests are in statistical signal processing, remote sensing, telecommunications, array processing, image processing, multidimensional signal processing, and performance analysis. He has published several papers in reputed international journals.
Alexandre Carlos B Ramos is the associate Professor of Mathematics and Computing Institute - IMC from Federal University of Itajubá - UNIFEI (MG). His interest areas are multimedia, artificial intelligence, human-computer interface, computer-based training, and e-learning. Dr. Ramos has over 18 years of research and teaching experience. He did his Post-doctorate at the EcoleNationale de l`AviationCivile - ENAC (France, 2013-2014), PhD and Master in Electronic and Computer Engineering from InstitutoTecnológico de Aeronáutica - ITA (1996 and 1992). He completed his graduation in Electronic Engineering from the University of Vale do Paraíba - UNIVAP (1985) and sandwich doctorate at Laboratoired'Analyse et d'Architecture des Systèmes - LAAS (France, 1995-1996). He has professional experience in the areas of Process Automation with an emphasis on chemical and petrochemical processes (Petrobras 1983-1995); and Computer Science, with emphasis on Information Systems (ITA/ Motorola 1997-2001), acting mainly on the following themes: Development of Training Simulators with the support of Intelligent Tutoring Systems, Hybrid Intelligent Systems, and Computer Based Training, Neural Networks in Trajectory Control in Unmanned Vehicles, Pattern Matching and Image Digital Processing.
作者簡介(中文翻譯)
Gyanendra K. Verma 目前擔任印度庫魯克舍特拉國立技術學院計算機工程系的助理教授。他在印度坎普爾的哈考特·巴特勒技術大學（前身為 HBTI）獲得了工學學士學位，並在印度阿拉哈巴德信息技術學院（IIITA）獲得了工學碩士及博士學位。他的所有學位均為信息技術相關。他在計算機科學和信息技術領域擁有超過六年的教學和研究經驗，特別關注圖像處理、語音和語言處理以及人機互動。他在情感計算及小波變換在醫學影像和計算機視覺問題中的應用研究工作被廣泛引用。他是多個專業機構的成員，如 IEEE、ACM、IAENG 和 IACSIT。
Badal Soni 目前擔任印度西爾查國立技術學院計算機工程系的助理教授。他在印度博帕爾的拉吉夫·甘地技術大學（前身為 RGPV）獲得工學學士學位，並在印度賈巴爾普爾的印度信息技術設計與製造學院（IITDM）獲得工學碩士學位。他在印度西爾查國立技術學院獲得博士學位。他的所有學位均為計算機科學與工程相關。他在計算機科學和信息技術領域擁有超過七年的教學和研究經驗，特別關注計算機圖形學、圖像處理以及語音和語言處理。他在同行評審的期刊、貢獻書籍和國際會議論文集中發表了超過 35 篇論文。他是 IEEE 的高級會員，並且是多個機構的專業會員，如 IEEE、ACM、IAENG 和 IACSIT。
Salah Bourennane 於法國格勒諾布爾國立工藝學院獲得博士學位。目前，他是法國馬賽中央學院的全職教授。他是弗雷內爾研究所多維信號處理小組的負責人。他的研究興趣包括統計信號處理、遙感、電信、陣列處理、圖像處理、多維信號處理和性能分析。他在多個知名國際期刊上發表了數篇論文。
Alexandre Carlos B Ramos 是巴西伊塔朱巴聯邦大學數學與計算研究所（IMC）的副教授。他的研究興趣領域包括多媒體、人工智慧、人機介面、基於計算機的訓練和電子學習。Ramos 博士擁有超過 18 年的研究和教學經驗。他在法國國立民航學院（Ecole Nationale de l'Aviation Civile - ENAC）完成了博士後研究（2013-2014），並在航空技術研究所（Instituto Tecnológico de Aeronáutica - ITA）獲得電子與計算機工程的博士和碩士學位（1996 年和 1992 年）。他於 1985 年在巴拉伊巴谷大學（University of Vale do Paraíba - UNIVAP）獲得電子工程學士學位，並在法國的系統分析與架構實驗室（Laboratoire d'Analyse et d'Architecture des Systèmes - LAAS）完成了三明治博士學位（1995-1996 年）。他在過程自動化（重點在化學和石油化學過程，Petrobras 1983-1995）和計算機科學（重點在信息系統，ITA/Motorola 1997-2001）領域擁有專業經驗，主要涉及以下主題：利用智能輔導系統支持的訓練模擬器開發、混合智能系統、基於計算機的訓練、無人駕駛車輛的軌跡控制中的神經網絡、模式匹配和圖像數字處理。
