Credits: Coursera (Ai in medical treatment) please check the course, it is awesome
Overview
- How to analyze data from a randomized control trial using both:
- traditional statistical methods
- and the more recent machine learning techniques
- Interpreting Multivariate Models
- Quantifying treatment effect
- Calculating baseline risk
- Calculating predicted risk reduction
- Evaluating Treatment Effect Models
- Comparing predicted and empirical risk reductions
- Computing C-statistic-for-benefit
- Interpreting ML models for Treatment Effect Estimation
- Implement T-learner