M.S. AAI Capstone Chronicles 2024

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Figure 11

Note: Web App Hosted on Azure

Future Improvements Considering time constraints for this project, the team recognizes that this is still an early iteration and still has room for improvements to be made. If one were to desire a full production release of this solution, some things would have to be reevaluated and improved on the existing system to best prepare for a full release. This primarily revolves around the dataset used to train and test the model. Based on the results seen, the datasets utilized for all the model training, evaluation, and testing was sufficient. However, for a real-world application, more robust datasets would be desired. The team would want to have a better understanding of the origins of the text content to make sure it is collected from a wide variety of sources to enhance this application and limit the introduction of any possible biases. This is seen to be a concern such that the team decided to create their own custom dataset using an AI interface to create paragraphs of text for inference.

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