csce585-mlsystems / DiabetesMellitus

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Feedback for Milestone 1 report #2

Open pooyanjamshidi opened 1 year ago

pooyanjamshidi commented 1 year ago

Thanks for submitting your report. I liked that you made some progress and prepared a detailed report with results, specifically comparing different models in terms of their performance.

However, as I also mentioned before, you need to go beyond just using existing library and trying them on this tabular dataset. I would like to see a new contribution. I shared a tutorial with you before that is even providing some deeper analysis than what you have done here. You may want to do some causal analysis on the dataset to identify causes and separate them with the correlated variables. Or perhaps you may want to set up a transfer learning scenario 1, where you train your models on one dataset and test on another dataset, even in this case, I would like to see at least a new contribution. You can also look into unsupervised approaches 2.

Minor: I honestly also did not like that you chose to use a low code framework. I mean, c'mon, I expected much more from you guys. At least you could use pure python to go beyond the tutorial that use framework, by doing so, you could learn the details of those models that you compared!