We processed all of the full data into proper time series on the machine we got access it was so great seeing the code run. Took a good while though. The interpolate code took nine hours! I thought it would never end. But there is bad news….
The model didn’t produce good results. The f1 score is 0 which probably means the model is overfitting to the large amount of diagnosis of not sepsis since the accuracy score is close to 100%. It’s a bit depressing to be honest.
We also developed a model in pytorch that produced similar results and it take very long for the model to run so it’s not easy to tweak the model. Especially when there isn’t so much time left.
I also have a ton of other assignments to replace my course work exams since COVID 19 had to go ruin my final semester. This is overall further taking away from time I thought I would be able to spend on the project.
Hopefully things get better.
The Stallions Chronicle 