Machine Learning for Decision Sciences with Case Studies in Python (決策科學的機器學習：Python案例研究)

本書詳細描述了數據分析中的機器學習演算法、數據科學生命週期、用於機器學習的Python、線性回歸、邏輯回歸等內容。重點在於機器學習的Python程式設計以及在決策科學中處理數據所涉及的模式，包括現實世界的範例。

Dr. S. Sumathi is working as a Professor in the Department of Electrical and Electronics Engineering, PSG College of Technology, Coimbatore with teaching and research experience of 30 years. Her research interests include Neural Networks, Fuzzy Systems and Genetic Algorithms, Pattern Recognition and Classification, Data Warehousing and Data Mining, Operating systems and Parallel Computing. She is the author of more than 40 papers in refereed journals and international conferences. She has authored books with reputed publishers such as Springer and CRC Press.

Dr. L. Ashok Kumar was a Postdoctoral Research Fellow from San Diego State University, California. He is a recipient of the BHAVAN fellowship from the Indo-US Science and Technology Forum and SYST Fellowship from DST, Govt. of India. His current research focuses on integration of Renewable Energy Systems in the Smart Grid and Wearable Electronics. He has 3 years of industrial experience and 19 years of academic and research experience. He has published 167 technical papers in International and National journals and presented 157 papers in National and International Conferences. He has authored 10 books with leading publishers like CRC, Springer and Elsevier. He has completed 26 Government of India funded projects, and currently 7 projects are in progress.

Dr. Suresh Rajappa PhD PMP MBA is seasoned senior IT management consulting professional with 25 years' experience leading large global IT programs and projects in IT Strategy, Finance IT (FINTECH) Transformation Strategy, BI and data warehousing / Data Analytics and Management for multiple fortune 100 clients across diverse industries, generating millions of dollars to top and bottom lines. Successful recruiting and leading onshore/offshore cross-cultural teams to deliver complex enterprise-wide solutions within tight deadlines and budgets. Highly effective at breaking down strategic program/project initiatives into tactical plans and processes to achieve aggressive customer goals. Excel at leveraging strategic partnerships, global resources, process improvements, and best practices to maximize project delivery performance and ROI. Inspirational, solution-focused leader with exceptional ability managing multimillion-dollar P&Ls/budgets and change management initiatives. As an adjunct professor, Dr. Suresh Rajappa teaches data science for graduate and doctoral students at PSG College of technology. His Industry specializations include Utility, Finance (Banking and Insurance) and HiTech Manufacturing. He is a frequent speaker Microsoft PASS conferences, SAP Financials and SAP TechEd conferences on Data Analytics related topics. He also teaches Data Analytics and IT Project Management for Undergraduate and Graduate level students. He is also key note speaker in International Conference on Artificial Intelligence, Smart Grid and Smart City Applications.

Dr. Surekha Paneerselvam is an Assistant Professor (Sr. Gr) in the Department of Electrical and Electronics Engineering, Amrita School of Engineering, Bengaluru, Amrita Vishwa Vidyapeetham, India with 20 years of experience in teaching, industry and research. She has published 35 papers in International and National journals and conferences. She has authored 7 books with leading publishers such as CRC Press and Springer. Her research interests include Control Systems, Computational Intelligence, Machine Learning, Signal and Image Processing, Embedded Systems, Real time operating systems, and Virtual Instrumentation.

Dr. S. Sumathi 目前擔任印度科印巴多爾 PSG 科技學院電機與電子工程系的教授，擁有 30 年的教學與研究經驗。她的研究興趣包括神經網絡、模糊系統和遺傳算法、模式識別與分類、數據倉儲與數據挖掘、操作系統及平行計算。她在同行評審的期刊和國際會議上發表了超過 40 篇論文，並與知名出版社如 Springer 和 CRC Press 合著了多本書籍。

Dr. L. Ashok Kumar 曾是加州聖地牙哥州立大學的博士後研究員。他是印度美國科學與技術論壇的 BHAVAN 獎學金獲得者，以及印度政府 DST 的 SYST 獎學金獲得者。他目前的研究重點是可再生能源系統在智慧電網和可穿戴電子設備中的整合。他擁有 3 年的產業經驗和 19 年的學術及研究經驗。他在國際和國內期刊上發表了 167 篇技術論文，並在國內外會議上發表了 157 篇論文。他與知名出版社如 CRC、Springer 和 Elsevier 合著了 10 本書籍。他已完成 26 個印度政府資助的項目，目前有 7 個項目正在進行中。

Dr. Suresh Rajappa 擁有博士、PMP 和 MBA 學位，是一位經驗豐富的資深 IT 管理顧問，擁有 25 年的經驗，領導大型全球 IT 計劃和項目，專注於 IT 策略、金融 IT (FINTECH) 轉型策略、商業智慧和數據倉儲/數據分析及管理，為多家 Fortune 100 客戶創造了數百萬美元的收益。他成功地招募並領導了跨文化的在岸/離岸團隊，在緊迫的截止日期和預算內交付複雜的企業解決方案。擅長將戰略計劃/項目轉化為戰術計劃和流程，以實現積極的客戶目標。善於利用戰略夥伴關係、全球資源、流程改進和最佳實踐來最大化項目交付績效和投資回報率。作為一位鼓舞人心、以解決方案為導向的領導者，他在管理數百萬美元的損益表/預算和變更管理計劃方面具有卓越的能力。作為兼任教授，Dr. Suresh Rajappa 在 PSG 科技學院教授研究生和博士生的數據科學課程。他的行業專長包括公用事業、金融（銀行和保險）及高科技製造。他經常在 Microsoft PASS 會議、SAP Financials 和 SAP TechEd 會議上就數據分析相關主題發表演講。他還教授本科生和研究生的數據分析和 IT 項目管理課程，並在國際人工智慧、智慧電網和智慧城市應用會議上擔任主題演講者。

Dr. Surekha Paneerselvam 是印度班加羅爾 Amrita 工程學院電機與電子工程系的助理教授（高級），擁有 20 年的教學、產業和研究經驗。她在國際和國內期刊及會議上發表了 35 篇論文，並與知名出版社如 CRC Press 和 Springer 合著了 7 本書籍。她的研究興趣包括控制系統、計算智能、機器學習、信號與影像處理、嵌入式系統、實時操作系統和虛擬儀器。