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DevConf.US '18 has ended
DevConf.us 2018 is the 1st 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: Friday, August 17 to Sunday, August 19, 2018

Venue: Boston University, George Sherman Union Building
Friday, August 17 • 2:10pm - 2:45pm
Machine Learning optimized alert from time-series

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Time series data, captured continuously, can be analyzed to detect behavioral patterns, anomalies & and false positive alerts. When an alert is generated, system operator is notified. But if the alert level is not properly set for trends and seasonality of the data, false alert is created.

The talk focuses on how to utilize statistics and various learning algorithms to capture the patterns of time series metric and predict the future values.

Key items- Descriptive stats, Trend & Seasonality analysis, Algorithm explaining, Residual Analysis for prediction accuracy, LSTM for complex pattern fitting, Dynamic Alert levels

Jupyterhub on openshift is used as dev environment accessing data from ceph.

Speakers
avatar for Subhojit Mukherjee

Subhojit Mukherjee

Red Hat
Data Scientist, story teller with data. Having Master Degree in computer science and 4 years of intensive Data Science R&D experiences. Crazy about Photography, Kaggle and cooking.


Friday August 17, 2018 2:10pm - 2:45pm
Conference Auditorium Boston University, George Sherman Union Building

Attendees (51)