[P] Looking for Resources on Anomaly Detection

• awesome-TS-anomaly-detection

  72 2,818 0.0

  List of tools & datasets for anomaly detection on time-series data.

Some good stuff here (tools and libraries). https://github.com/rob-med/awesome-TS-anomaly-detection

• Netdata

  118 68,252 10.0 C

  The open-source observability platform everyone needs

  

p.p.s if curious here is a sort of first stab at what I built using PyOD to try add some anomaly detection to the open source monitoring agent where I work. https://github.com/netdata/netdata/tree/master/collectors/python.d.plugin/anomalies

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• A3

  1 9 0.0 Python

  Discontinued Inspired by recent advances in coverage-guided analysis of neural networks, we propose a novel anomaly detection method. We show that the hidden activation values contain information useful to distinguish between normal and anomalous samples. Our approach combines three neural networks in a purely data-driven end-to-end model. Based on the activation values in the target network, the alarm network decides if the given sample is normal. Thanks to the anomaly network, our method even works in stri

  

As the code is available as well, you can directly test the approach and see if it is a viable solution for the telemetry data: https://github.com/Fraunhofer-AISEC/A3/

• NAB

  3 1,895 0.0 Jupyter Notebook

  The Numenta Anomaly Benchmark

  

Also Numenta NAB paper is a good starting point. https://github.com/numenta/NAB

Suggest a related project