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DevConf.US 2019 has ended
DevConf.us 2019 is the 2nd annual, free, Red Hat sponsored technology conference for community project and professional contributors to Free and Open Source technologies held at the Boston University in the historic city of Boston, USA.

When: Thursday, August 15 to Saturday, August 17, 2018

Venue: Boston University, George Sherman Union Building
Thursday, August 15 • 17:30 - 18:15
Unsupervised NLP for Log Anomaly Detection

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As log data continues to grow, is it possible to automate analyzing logs to find anomalies and errors quickly with machine learning? Log anomaly detection is at its core an unsupervised natural language processing (NLP) Machine Learning problem that can be difficult to validate and tune in a production setting. However, if there was a system that could incorporate minimal user feedback during model training, we could offset some of these challenges.

In this talk, you will learn about the lessons learned from building log anomaly detection system in production giving specific emphasis to the technical challenges faced with, scalability, implementing a human-in-the-loop ML system and Integrating ETL with unsupervised ML to detect anomalies in application logs

Speakers
avatar for Michael Clifford

Michael Clifford

Data Scientist, RH - Boston
Data Scientist working in the Office of the CTO at Red Hat on AI Ops
avatar for Zak Hassan

Zak Hassan

Senior Software Engineer, CTO Office, Red Hat
Currently focused on developing analytics platform on OpenShift and leveraging Open Source ML Frameworks: Apache Spark, Tensorflow and more. Designing high performance and scalable ML platform that exposes metrics through cloud-native technology: Prometheus and Kubernetes.


Thursday August 15, 2019 17:30 - 18:15
Terrace Lounge GS Union, BU

Attendees (25)