💾 Archived View for gemini.bortzmeyer.org › fosdem › event-11095.gmi captured on 2022-04-29 at 01:12:29. Gemini links have been rewritten to link to archived content

-=-=-=-=-=-=-

FOSDEM event "Scalable, Automated ML Model Monitoring with KFServing and Hopsworks"

Javier de la Rúa Martínez

Type devroom

Starts on day 2 (2021-02-07) at 10:30 (Brussels time, UTC+1) in room Hpc (duration 00:30)

Matrix room #hpc:fosdem.org

In this session, we will present an open-source stream processing architecture, based on Spark Structured Streaming, for automating model monitoring with some experiment results. We use Kafka to log model predictions, KFServing for model serving and a Kubernetes operator for the deployment and configuration of the different components. As for the analysis of inference data, we implemented an extendable monitoring framework on top of Spark Structured Streaming to detect outliers and data drift.

FOSDEM schedule page