李政霖博士開課:清華電機培養的博士,回清華教書!
清華智慧生醫博士學程,這個學期的「醫療人工智慧決策」課程,是由李政霖博士開課。
李政霖是清華電機系 16 級學生,是李祈均老師草創 BIIC lab 時的元老級成員之一,大學時跟著李祈均老師做專題,一路在此完成碩士、博士學位。
去年取得博士學位,今年就回到母校開課!這門課從深度學習、人類行為訊息分析臨床診斷系統、科技倫理等方面,帶領已經具備機器學習基礎的學生,更進一步瞭解運算技術在醫療領域的研究與應用。課程是以全英文授課,讓國際學生也能選修。
李政霖過去在精準醫療方面的研究表現斐然!常在頂尖會議期刊發論文,也與玉山銀行、高通等大公司一同執行產學合作計畫,經手台灣大醫院的醫療研究計畫,甚至層參與精準醫療與新創公司「AHEAD先鋒智能」成立。
以下附上課程 16 週介紹,歡迎分享給有興趣的同學,說不定未來有機會選修唷!
Foundations
- Course overview and introduction to artificial intelligence in healthcare
- Deep learning/Review of machine learning techniques
- Different types of signals: speech, image, text, physiological signal
- Structured data and physiological signal modeling
- Behavioral signal modeling (I) – Speech and Language
- Behavioral signal modeling (II) – Image and Multimodal
Applications
- Physiological and psychological
- Clinical support systems: physiology (I)
- Clinical support systems: physiology (II)
- Clinical support systems: psychology (I)
- Clinical support systems: psychology (II)
- Temporal model: outcome prediction and prognosis analysis
Implementation and Discussion
- Tools and Techniques
- State-of-the-art models and potential trends: ethics and trustworthy AI 15) Key challenges and opportunities of AI in healthcare
- Project presentation and discussion
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