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awesome-TS-anomaly-detection

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

3.2k stars461 forks29 entriesLast push Oct 21, 2024 (1 year ago)License none

This page lists names, links and short descriptions. The original list on GitHub is the source and belongs to its authors.

Anomaly Detection Software

Hastic

Python + node.js

MIDAS

MIDAS, short for Microcluster-Based Detector of Anomalies in Edge Streams, detects microcluster anomalies from an edge stream in constant time and memory.

Orion

Python

OutlierDetection.jl

Julia

PyOD

Python

In 5 listsDetails

ruptures

Python

banpei

Python

CAD

Python

Chaos Genius

Python

In 5 listsDetails

DeepADoTS

Python

Donut

Python

LoudML

Python

oddstream

oddstream (Outlier Detection in Data Streams) provides real time support for early detection of anomalous series within a large collection of streaming time series data.

PyOdds

Python

PySAD

Python

In 2 lists

rrcf

Python

Related Software >Forecasting

darts

Python

In 6 listsDetails

ETNA

Python

pmdarima

Python

PyFlux

Python

In 3 lists

Related Software >Time-Series Analysis

MatrixProfile

Python

In 2 lists

SaxPy

Python

sktime

Python

In 4 listsDetails

sktime-dl

Python

Squey

Visualization software allowing in-depth exploration of timeseries while displaying every outliers.

Tigramite

Python

tsflex

Python

tslearn

Python

In 2 lists

seglearn

Python

See category
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