Clinical Decision Support Systems - CDSS 4
Updated on
Course overview
- Provider
- Coursera
- Course type
- Free online course
- Level
- Intermediate
- Deadline
- Flexible
- Duration
- 8 hours
- Certificate
- Paid Certificate Available
- Course author
- Fani Deligianni
-
Evaluating Clinical Decision Support Systems
Bias, Calibration and Fairness in Machine Learning Models
Decision Curve Analysis and Human-Centred Clinical Decision Support Systems
Privacy concerns in Clinical Decision Support Systems
Description
Machine learning systems used in Clinical Decision Support Systems (CDSS) require further external validation, calibration analysis, assessment of bias and fairness. In this course, the main concepts of machine learning evaluation adopted in CDSS will be explained. Furthermore, decision curve analysis along with human-centred CDSS that need to be explainable will be discussed. Finally, privacy concerns of deep learning models and potential adversarial attacks will be presented along with the vision for a new generation of explainable and privacy-preserved CDSS.
