Clinical Decision Support Systems

Sort options

Explainable deep learning models for healthcare - CDSS 3 (Coursera)

Aug 8th 2022
Explainable deep learning models for healthcare - CDSS 3 (Coursera)
Course Auditing
Categories
Effort
Languages
This course will introduce the concepts of interpretability and explainability in machine learning applications. The learner will understand the difference between global, local, model-agnostic and model-specific explanations. State-of-the-art explainability methods such as Permutation Feature Importance (PFI), Local Interpretable Model-agnostic Explanations (LIME) and SHapley Additive exPlanation (SHAP) are explained and [...]

Clinical Decision Support Systems - CDSS 4 (Coursera)

Aug 8th 2022
Clinical Decision Support Systems - CDSS 4 (Coursera)
Course Auditing
Categories
Effort
Languages
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 [...]

Capstone Assignment - CDSS 5 (Coursera)

Aug 8th 2022
Capstone Assignment - CDSS 5 (Coursera)
Course Auditing
Categories
Effort
Languages
This course is a capstone assignment requiring you to apply the knowledge and skill you have learnt throughout the specialization. In this course you will choose one of the areas and complete the assignment to pass.