基本素養 Basic Literacy

核心能力 Competence

穩固基礎生物科技知識能力
Solid knowledge in fundamentals of biotechnology
具備生技產業前瞻視野
Bio-industry foresight
建構國際化能力
Capability of internationalization
培養獨立邏輯思維能力
Independent logical thinking
展現專業生技產業技術能力
Specialized bio-industry technique
養成科學邏輯表達能力
Capability of presenting scientific logic
培育學術責任倫理能力
Academic responsibility and ethics
培養跨領域整合與應用能力
Capability of interdisciplinary integration and application
具備自我發展與終身學習能力
Capability of self-development and lifelong education
發展領導經營及管理能力
Leadership in business and management
追求創新思考及解決問題能力
Capability of innovative thinking and problem solving
具備實踐與合作精神能力
Capability of execution and collaboration

課程概述 Course Description

醫療大數據:生醫資料庫與人工智慧應用 隨著生醫科技高速發展,累積大量生醫大數據。生醫大數據藉由系統性的分析與人工智慧技術的處理,可協助了解許多致病機制,甚至協助臨床上的診斷。本課程提供生醫資料庫與人工智慧應用基礎入門,其規劃如下: 1. 生物資料庫介紹與應用。 2. 大數據分析與機器學習基礎應用。 3. 人工智慧在生醫之基礎應用。
Big Data and Health Analytics : Application of AI in drug development and precision medicine There has been accumulation of big data in medicine following rapid development in biomedical science technology. Applying systematic analysis and artificial intelligence (AI) to the big data could provide better understanding to the pathogenesis of various diseases, which even benefits clinical diagnosis. This course provides elementary knowledge to the application of biomedical database and AI with the following outline: 1. Introduction to biological database and its application 2. Basic application of big data analysis and machine learning 3. Basic application of artificial intelligence (AI) in biomedical sciences.

課程學習目標 Course Objectives

  • 熟悉常用之生醫資料庫
  • 理解大數據分析與機器學習之基礎
  • 學習人工智慧在生醫之應用
  • 課程進度 Progress Description

    進度說明 Progress Description
    1醫療大數據簡介
    2生醫資料庫介紹與應用-1
    3生醫資料庫介紹與應用-2
    4生醫資料庫介紹與應用-3
    5定序分析簡介-1
    6定序分析簡介-2
    7定序分析簡介-3
    8定序分析簡介-4
    9大數據分析與機器學習入門-1
    10大數據分析與機器學習入門-2
    11大數據分析與機器學習入門-3
    12大數據分析與機器學習入門-4
    13人工智慧在生醫之應用-1
    14人工智慧在生醫之應用-2
    15人工智慧在生醫之應用-3
    16人工智慧在生醫之應用-4
    17期末討論-1
    18期末討論-2
     以上每週進度教師可依上課情況做適度調整。The schedule may be subject to change.

    有關課程其他調查 Other Surveys of Courses

    1.本課程是否規劃業界教師參與教學或演講? 是,約 17 次
    Is there any industry specialist invited in this course? How many times? Yes, about 17 times.
    2.本課程是否規劃含校外實習(並非參訪)? 否
    Are there any internships involved in the course? How many hours? No
    3.本課程是否可歸認為學術倫理課程? 否
    Is this course recognized as an academic ethics course? In the course how many hours are regarding academic ethics topics? No
    4.本課程是否屬進入社區實踐課程? 否
    Is this course recognized as a Community engagement and Service learning course? Which community will be engaged? No