ML Monitoring Articles

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1/31/2022 • EN

The Modern ML Monitoring Mess: Research Challenges (4/4)

Final part of a series proposing a research agenda for ML monitoring, focusing on data management challenges like metric computation and real-time SLI tracking.

Data Management Machine Learning ML Monitoring Mlop Model Evaluation

Shreya Shankar

11/29/2021 • EN

The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

A critique of current ML monitoring tools and a proposal for rethinking evaluation in streaming machine learning systems.

DevOps ML Monitoring Mlop Production ML Streaming Evaluation

Shreya Shankar

ML Monitoring Articles

The Modern ML Monitoring Mess: Research Challenges (4/4)

The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

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