As a small quantitative trading company, Periwinkle Trading has limited investors and outside capital. Having limited resources yet access to an enormous amount of continuous time series data, the company is looking for innovative ways to automate the prediction pipeline. Specifically, Periwinkle hopes the Clinic team can demonstrate improvements in data processing, model building and validation tools that are more adaptive to real-time fluctuations in market data.