My department was the data science team in Alder Hey Innovation. My first task was to conduct a literature review and identify relevant risk factors that affect LoS. After identifying which factors to consider from our hospital records, I built the model using python and the sklearn library. I found that concepts I had learned in my MIT machine learning class (6.036) were proving to be helpful, and the project made me revisit many concepts touched in the class. I had never applied machine learning to a data set before fully independently, so this was a very significant experience as I learned how to go through the whole modelling process, from data cleaning, feature selection, to the actual modelling."