After countless days we finally decided to contact the competitors in order to find a work around. In contacting us back, we were told that we needed to run their code on a machine that has at least 256 GB of RAM and 20 CPU cores.
This was completely crazy since we had no access whatsoever to any kind of machine that has near the level of specs that they recommended.
In the meantime we decided to take a break from running their models and I started on researching on time series data since the LSTM model would require this In order to predict sepsis hours or even minutes before.
The Stallions Chronicle 