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Project Requirements
Wayne Zhou edited this page May 27, 2024
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The project's objective is to develop a cloud-based web application to assist employment service agency caseworkers. The application should predict the likelihood of return-to-work and make intervention recommendations for each case. It should include an interface that allows users to input client information manually or drop data files.
Example web application: clearviction (GitHub)
- Clients should be able to create new employment service cases and input client information (e.g., demographics, employment history, medical conditions).
- Support for manual data entry and uploading data files in various formats (e.g., CSV, Excel).
- Ability to view and edit existing case details(database storage).
- The application should use machine learning models to predict the likelihood of return-to-work for each case.
- Based on the prediction and case details, the system should recommend appropriate interventions or support services.
- Continuously updated and improved models using new data.
- Encryption of sensitive client data at rest and in transit.
- Login Authorization
- The application should be able to handle a large volume of cases and data.
- Efficient data processing and model inference performance.
- Cloud Platform deployment.
- High uptime and availability, with minimal scheduled downtime.
- Robust disaster recovery and backup mechanisms for data protection.
Usability and User Experience
- Intuitive and user-friendly interface for caseworkers.
- Responsive design for various devices and screen sizes.
- Comprehensive documentation and supporting files.