It's been almost 4 years since I joined Kapten (Chauffeur-Privé at the time) as an engineer. I had the chance to take multiple roles depending on what the business needed, so I started as Data Analyst, doing exploratory data analysis to answer various business questions, and then I took the role of a software engineer to build micro-services that generated more data for us to work on and finally be able to address more problems and do some Data Science.

Over the past two years, my job consisted of a balanced mixture of Data Analysis, Data Science, and Software Engineering to address product-related subjects.

Implemented a portfolio of algorithms to solve the Facility Location Problem (FLP) to serve Content Delivery Networks (CDNs) in 5G networks. The end goal was to come up with a set of algorithms that can deliver satisfactory solutions in a short amount of time compared to what a MIP solve would take to return the optimal solution.

I also built a few machine learning models that were able to predict the running time of each algorithm given the problem's size. This allowed us to choose what algorithm to use in order to have a solution within a given time frame.