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Population Health: Predictive Analytics
Intermediate
Online
2 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | Coursera |
The Syllabus
Videos
- Welcome to the course Predictive Analytics
- How to succeed in your online class?
Readings
- Meet the instructors & the team
- Leiden University: Facts & Figures
- About this course
- Glossary
- Community Guidelines
- What is your learning path?
Videos
- Introduction
- Introduction to predictive analytics
- Predictive analytics in prevention
- Predictive analytics diagnosis
- Predictive analytics in intervention
- To conclude
Practice Exercises
- Introductory assignment
- Prevention assignment
- Diagnosis assignment
- Intervention assignment
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Design issues
- Sample size
- Overfitting
- Bootstrapping
- To conclude
Readings
- Is caring about measurement error an error?
- Sample size
- Bootstrapping 101 in R
Practice Exercises
- Testimation bias - an interactive introduction
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Missing values
- Continuous predictors
- Model selection
- Model estimation
- To conclude
Readings
- Bias, precision and simple imputation of missing values
- Dealing with non-linearity
- Model selection
- Model estimation
Practice Exercises
- Reflect on your goals
- Test your knowledge
Videos
- Introduction
- Performance measures
- Validation approaches
- Updating approaches
- Predictive analytics for Aruba
- To conclude
Readings
- Performance I - Statistical measures
- Performance II - Evaluation of usefulness
Practice Exercises
- Recall - Performance I
- Validation cardiovascular disease
- Reflect on your goals
- Test your knowledge
- Final Assessment