Category Archives: Bhavesh Digamber

Finally finishing up the project. The extra week was sure needed to iron out all the kinks and make sure the documentation was completed properly. Also needed the time to make the presentation sucks we couldn’t do an actual presentation. But even though this is the end of the project course this is only theContinue reading “Only Just Getting Started!”

The new model works! It is great it still needs some tweaking but it is producing promising results. The scores are also better than the competition. We decided to compare it against different classifiers especially the ones the competition used in their research. Hopefully when they are tested they also perform well. We have alsoContinue reading “Finally Good News!”

We have decided to course correct with the guidance of our supervisor since we wouldn’t have the time to properly adjust an LSTM model with the time we have left. Especially checking we need to do a full write and and video presentation for the project. We have decided to put the LSTM on holdContinue reading “Abandon Ship”

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 f1Continue reading “Bad News :(“

We spent a good amount of time testing the interpolation cod eon the sample dataset. The code takes a while to run so I’m worried it will take a while on the full data. But it works so that’s good. We also got word from our supervisor that we would be able to get accessContinue reading “Interpolation!”

This week we merged the separate cleaned files together into one the sample data file is starting to get big at this point and the merge was interesting to perform. We settled on performing an outer join so that information isn’t lost since we ensured we are only keeping information for patients that have aContinue reading “Collision Course”

Not much has happened this week just cleaned the last bit of the files that needed cleaning. The next step is to merge the data together hopefully it goes smoothly since even the sample data is pretty large. Nothing much else to report on for now things are getting exiting though soon we will beContinue reading “All Tidy”

So the creators of the code finally got back to us. They recommended us to run the code on a machine with 20 CPU cores and 256GB RAM. I’m so confused how would providing more resources fix missing values errors. Seems like that is a dead end. I’m beginning to doubt how accurate the resultsContinue reading “Nani!!!”

We decided to move on as we wait to get a reply for the creators of the competition code. We started to look through the database to find all the useful information that the doctor told us would be useful. We were able to find everything within the dataset thankfully. The urine output by weightContinue reading “Show Me The Data!”

We heard back from the doctor about what information we should look for in the dataset. This inlcudes: Urine output by weight temperature respiration rate white blood cell count creatinine lactate systemic systolic heart rate The following are the levels that could lead to septic shock upon further research: Body Attribute Body Attribute Value RequiredContinue reading “Sorting Out Plan of Action”