aihealthcare

Course materials on AI and Health Care taught in Spring 2022

View the Project on GitHub bytesizeml/aihealthcare

AI and Health Care Course | Spring 2022


Professional Masters Program | University of Washinton, Seattle


Instructor - Dr. Karthik Mohan


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Lectures and Lecture Notes


Lecture Lecture Topic Annotated Lecture
1 Introduction Lecture 1
2 Classifiers in Health Care Lecture 2
3 Data Transformations and Decision Trees Lecture 3
4 Random Forests and Wearables applications Lecture 4
5 Anomaly and Change Point Detection Lecture 5
6 Anomalies in Sleep Monitoring + Deep Learning Lecture 6
7 Auto Encoders and DL for Health Care KPIs Lecture 7
8 Medical Imaging Use Cases Lecture 8
9 AI Methods for cancer diagnosis Lecture 9
10 Digital Scribing of Medical Records Lecture 10
11 NLP for Digital Scribing Lecture 11
12 Topic Modeling and Topic Segmentation Lecture 12
13 Interpretable models in Health Care Lecture 13
14 Interpretable and Explainable Models Lecture 14

Guest Lectures


  1. Dr. Dushyant Sahani (Chair of Radiology, UW Medicine). YouTube Lecture Recording!
  2. Dr. Shachi Mittal (Professor, Chemical Engineering, UW). YouTube Lecture Recording!
  3. Dr. Saurav Shukla (Professor, Chemical Engineering, UW). YouTube Lecture Recording!
  4. Dr. Shiksha Thakur (Ayurveda Practitioner, Seattle, WA). YouTube Lecture Recording!

References