This course aims to introduce advanced machine learning techniques for solving different tasks in the healthcare domain, including risk stratification, disease progression modeling, precision medicine, diagnosis, subtype discovery, and improving clinical workflows.
Topics include:
- missing EHR (electronic health records)
- data completion
- longitudinal data analysis
- time-series analysis
- unstructured clinical notes mining
- medical natural language processing
- medical image analysis
- multi-sourced data integration
- deep learning
- transfer learning
