Leveraging AI for the Creation of Synthetic Datasets
Description
We aim to generate synthetic datasets that will support training, testing, and software development improving the overall development process
Detailed example
The primary outputs from the AI system will include synthetic datasets specifically designed to simulate Healthcare-Associated Infection (HAI) data.
AI / analytics pattern
Generative AI: AI that generates new or synthetic content (e.g., images, videos, audio, text, code).
Automation level / stage
b) Pilot – The use case has been deployed in a limited test or pilot capacity.
Expected benefit
The use of an AI-assisted programming environment can significantly reduce the time required to write code for generating synthetic datasets. This efficiency allows us to quickly create the necessary variables and establish the relationships between them. The synthetic data produced through this project will enhance the training experience and streamline the software development process.
Controls / human review
ATO: No; PIA: Not published