Rethinking Streaming Machine Learning Evaluation

Shreya Shankar, Bernease Herman, Aditya G. Parameswaran

While most work on evaluating machine learning (ML) models focuses on computing accuracy on batches of data, tracking accuracy alone in a streaming setting (i.e., unbounded, timest…