Machine Learning in Health Care: With R, H2O and Keras 3
暫譯: 醫療保健中的機器學習：使用 R、H2O 與 Keras 3
Schell, Uli, Scherl, Claudia
- 出版商: CRC
- 出版日期: 2026-12-09
- 售價: $3,650
- 貴賓價: 9.5 折 $3,467
- 語言: 英文
- 頁數: 374
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1041129289
- ISBN-13: 9781041129288
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相關分類:
R 語言、Machine Learning、DeepLearning
尚未上市，無法訂購
相關主題
商品描述
How do you teach computers to learn from data?
This hands-on introduction uses numerous realistic examples from the field of health care to convey the basics and the various methods of machine learning with R, H2O and Keras 3. You will also learn how to prepare and visualize the data.
Both statistical methods (such as regression, classification, factor and cluster methods) and neural networks are covered. In transfer learning with convolutional networks, heatmaps are used to show how results in image classification can be explained.
Procedures and techniques in health care are subject to many regulations. This book explains what you need to do in order to achieve compliance.
Key Features:
- Addresses the basic concepts and methods in machine learning so that you can get an idea of "what's under the hood"
- Shows how to create packages and configure version control in R
- Shows how to create "tidy data" and visualize it with ggplot
- Shows ready-to-run, downloadable examples in health care with R, H2O and the actual version 3 of Keras
- Explains the steps needed to achieve compliance in an approval process.
商品描述(中文翻譯)
如何教導電腦從資料中學習？
本書以實作為導向，運用醫療保健領域中的大量真實案例，介紹使用 R、H2O 和 Keras 3 進行 Machine Learning 的基礎與各種方法。您也將學習如何準備資料並將其視覺化。
本書涵蓋統計方法（例如迴歸、分類、因子分析與叢集分析），以及類神經網路。在使用卷積網路進行遷移學習時，書中將運用熱圖說明如何解釋影像分類的結果。
醫療保健領域的程序與技術受到許多法規規範。本書將說明如何達成法規遵循（compliance）。
主要特色：
• 涵蓋 Machine Learning 的基本概念與方法，讓您了解「幕後」的運作原理
• 示範如何建立套件，以及如何在 R 中設定版本控制
• 示範如何建立「整潔資料」（tidy data），並使用 ggplot 將其視覺化
• 提供可立即執行且可下載的醫療保健範例，使用 R、H2O 與最新版的 Keras 3
• 說明在核准流程中達成法規遵循所需的步驟
作者簡介
Uli Schell was a software developer and methodology consultant at BBC and SAP AG before becoming Professor at Kaiserslautern University of Applied Sciences. He is the Academic Director of the Technical Academy Southwest Kaiserslautern. He was awarded as one of the Top 10 Renowned Overseas Professors of the Shanghai Area (2023-2024) for his outstanding teaching achievements and innovative teaching philosophy.
Claudia Scherl is Professor and Chair of Otorhinolaryngology, Head & Neck Surgery at the University Hospital OWL, Campus Bielefeld. Previously, she worked at the University Hospitals in Mannheim and Erlangen. Her research focuses on developing digital transformation in healthcare, with a particular emphasis on artificial intelligence and data-driven applications.
作者簡介(中文翻譯)
Uli Schell 曾任職於 BBC 和 SAP AG，擔任軟體開發人員及方法論顧問，之後成為 Kaiserslautern University of Applied Sciences 教授。他目前擔任 Technical Academy Southwest Kaiserslautern 的學術主任。由於傑出的教學成果與創新的教學理念，他獲選為上海地區十大知名海外教授之一（2023–2024）。
Claudia Scherl 是 University Hospital OWL（Bielefeld 校區）耳鼻喉科暨頭頸外科教授兼主任。此前，她曾任職於 Mannheim 和 Erlangen 的大學醫院。她的研究重點是推動醫療照護領域的數位轉型，尤其著重於人工智慧（artificial intelligence）與資料驅動應用。
