Machine Learning for Biomedical Applications: With Scikit-Learn and Pytorch
暫譯: 生物醫學應用的機器學習:使用 Scikit-Learn 和 Pytorch
Deprez, Maria, Robinson, Emma C.
- 出版商: Academic Press
- 出版日期: 2023-09-13
- 售價: $2,670
- 貴賓價: 9.5 折 $2,537
- 語言: 英文
- 頁數: 304
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0128229047
- ISBN-13: 9780128229040
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相關分類:
DeepLearning、Machine Learning
立即出貨 (庫存 < 3)
商品描述
Machine Learning for Biomedical Applications: With Scikit-Learn and PyTorch presents machine learning techniques most commonly used in a biomedical setting. Avoiding a theoretical perspective, it provides a practical and interactive way of learning where concepts are presented in short descriptions followed by simple examples using biomedical data. Interactive Python notebooks are provided with each chapter to complement the text and aid understanding. Sections cover uses in biomedical applications, practical Python coding skills, mathematical tools that underpin the field, core machine learning methods, deep learning concepts with examples in Keras, and much more.
This accessible and interactive introduction to machine learning and data analysis skills is suitable for undergraduates and postgraduates in biomedical engineering, computer science, the biomedical sciences and clinicians.
商品描述(中文翻譯)
《生物醫學應用的機器學習:使用 Scikit-Learn 和 PyTorch》介紹了在生物醫學環境中最常用的機器學習技術。該書避免了理論的視角,提供了一種實用且互動的學習方式,將概念以簡短的描述呈現,並隨後提供使用生物醫學數據的簡單範例。每一章都附有互動式的 Python 筆記本,以補充文本並幫助理解。內容涵蓋生物醫學應用的使用、實用的 Python 編程技能、支撐該領域的數學工具、核心機器學習方法、以及使用 Keras 的深度學習概念範例等。
這本易於理解且互動的機器學習和數據分析技能入門書籍,適合生物醫學工程、計算機科學、生物醫學科學的本科生和研究生,以及臨床醫生。