Streaming Anomaly Detection for Big Data / Internet of Things Adam Drake FOSSAsia 20160319 @aadrake http://aadrake.com
Streaming Anomaly Detection for Big Data /
Internet of ThingsAdam Drake
FOSSAsia 20160319 @aadrake
http://aadrake.com
@aadrake #hacker
or
@aadrake #ThoughtLeader
Background
• Applied mathematics
• Startups
• Many industries
Time Series is the New Big Data
https://www.mapr.com/blog/time-series-data-new-big-data
https://blogs.technet.microsoft.com/machinelearning/2014/11/05/anomaly-detection-using-machine-learning-to-detect-abnormalities-in-time-series-data/
Graphite Prometheus (SoundCloud)
Nagios BreakoutDetection (Twitter)
Surus (Netflix) Atlas (Netflix) Skyline (Etsy)
Bosun (Stack Exchange)
https://grey-boundary.io/the-architecture-of-clustering-graphite/
metrics
kaas
DON'T DO THIS
https://blogs.technet.microsoft.com/machinelearning/2014/11/05/anomaly-detection-using-machine-learning-to-detect-abnormalities-in-time-series-data/