Data Leakage in Notebooks: Static Detection and Better Processes

Chenyang Yang, Rachel A Brower-Sinning, Grace A. Lewis +1

Data science pipelines to train and evaluate models with machine learning may contain bugs just like any other code. Leakage between training and test data can lead to overestimati…