Implement ensemble modeling

cs481-ekh / f22-ai-cbl

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Implement ensemble modeling #101

Open Stephanie-P-Ball opened 1 year ago

Stephanie-P-Ball commented 1 year ago

As a developer, I want to improve our models accuracy, so that I can predict knee stress/strain with more confidence

Definition of Done

[ ] Implement 3 different ensemble modeling methods
[ ] Use evaluation techniques to find the best model

Tasks

[ ] #102
[ ] #103
[ ] #104

Stephanie-P-Ball commented 1 year ago

Worked for a few hours over the weekend studying and implementing different ensemble models. I have gotten up to 80% accuracy but would like to see it higher. With feature analysis and more data I believe we can get it higher

Stephanie-P-Ball commented 1 year ago

In this sprint I have not had much luck with the ensemble models. I was able to get up to 80% accuracy with data anylasis, creating more data and Bernoulli classifier. However, I was not able to get higher in this sprint. I have high hopes of getting an ensemble model working in the next sprint. With one of these and more data that we got from our sponsor I believe we can do better.