Additional Material

Reading

Quiñonero-Candela, Joaquin, et al. "Dataset shift in machine learning." Mit Press, 2008.

Herrera, Francisco. "Dataset shift in classification: Approaches and problems." IWANN, 2011.

Lu, Jie, et al. "Learning under concept drift: A review." IEEE Transactions on Knowledge and Data Engineering, 2018

Data Distribution Shifts and Monitoring

Tools

Scikit-multiflow

Azure Machine Learning (preview - not recommended for production yet)