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rayidghani authored Jun 29, 2024
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- Patient retention in care

3. Building AI Systems to Support Clinical Decision-Making
- Scoping
- Formulation
- Initial Model Development
- Scoping ([Scoping Guide](http://www.datasciencepublicpolicy.org/our-work/tools-guides/data-science-project-scoping-guide/)
- Data
- Analytical Formulation
- Baselines
- Model Development
- Model Selection
- User Interfaces
- Bias and Fairness
- Explainability/Interpretability
- User Interfaces
- Validation and Testing
- Deployment
- Monitoring

4. Hands-on exercises exploring EMR Data using Python and SQL
4. [Hands-on exercises exploring EMR Data using Python and SQL](explore_emr.ipynb)
- Exploring EHR data
- Answering descriptive questions using EHR data

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- Google colab for python and sql coding and visualization

## Presentation Slides
[Google slides](https://docs.google.com/presentation/d/1Bk8Yekf7cBXFCMYb-1tN3NNmi9EyC_V3/edit#slide=id.p1)
- [Google slides](https://docs.google.com/presentation/d/1Bk8Yekf7cBXFCMYb-1tN3NNmi9EyC_V3/edit#slide=id.p1)
- [Key Takeaways](https://docs.google.com/presentation/d/1aqGmefFjk2sbSAhOKrv6lxW02-EML15o/edit#slide=id.p1)

## Colab Notebook for Class and Homework Assignment
[colab notebook](explore_emr.ipynb) in python
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