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A curated list of awesome anomaly detection resources
machine-learning awesome deep-learning machinelearning anomaly anomalydetection anomaly-detection awesome-anomaly-detection awesomeanomalydetection
Algorithms for outlier, adversarial and drift detection
time-series text images detection tabular-data semi-supervised-learning anomaly unsupervised-learning adversarial concept-drift outlier drift-detection data-drift
Kibana Alert & Report App for Elasticsearch
visualization plugin pdf alarm elasticsearch alert kibana timeseries scheduler reporting alerting elk watcher elastic kibi anomaly watchdog kibana-dashboard anomaly-detection kaae
Out-of-distribution detection, robustness, and generalization resources. The repository contains a curated list of papers, tutorials, books, videos, articles and open-source libraries etc
awesome open-world outlier-detection anomaly open-set awesome-lists robustness anomaly-detection novelty-detection open-set-recognition out-of-distribution out-of-distribution-detection ood-detection ood-generalization out-of-distribution-generalization open-world-learning ood-robustness distribution-shifts out-of-distribution-robustness
An open-source framework for real-time anomaly detection using Python, ElasticSearch and Kibana
python iot elasticsearch data-science alerts kibana dashboard timeseries jupyter sklearn data-stream datascience dataset machinelearning anomaly anomalydetection anomalydiscovery anomaly-detection bokeh-dashboard dsio
Real-time anomaly detection for time series metrics. 11 years of production anomaly detection evolution. Multi-algorithm ensembles. Pattern recognition using semi-supervised and unsupervised learning. Correlation analysis. Learns and gets better over time. No GPU required, can run on a VPS.
python timeseries influxdb graphite prometheus telegraf anomaly anomaly-detection timeseries-analysis victoriametrics
Deep Anomaly Detection with Outlier Exposure (ICLR 2019)
Tidy anomaly detection
Streaming anomaly detection in Python: online detectors (xStream, LODA, RS-Hash, Half-Space Trees, RRCF…) plus calibration and prequential evaluation for real-time data.
python machine-learning streaming real-time time-series python-library outliers intrusion-detection outlier-detection anomaly unsupervised-learning hacktoberfest online-learning streaming-data incremental-learning fraud-detection anomaly-detection time-series-anomaly-detection
Time-Series Anomaly Detection Comprehensive Benchmark
machine-learning time-series dataset anomaly timeseries-data anomaly-detection timeseries-analysis multivariate-timeseries univariate-timeseries
Official PyTorch code for WACV 2022 paper "CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows"
Timeseries Anomaly detection and Root Cause Analysis on data in SQL data warehouses and databases
bigquery sql snowflake redshift anomaly datawarehouse anomaly-detection timeseries-analysis timeseries-forecasting root-cause-analysis prophet-facebook
🔥[NeurIPS 2024] Official Implementation of Hawk: Learning to Understand Open-World Video Anomalies
video anomaly video-understanding anomaly-detection video-anomaly-detection large-vision-language-model
Anomaly detection for streaming time series, featuring automated model selection.
Learn time-series anomaly detection from z-scores to state-of-the-art deep models: runnable notebooks, honest evaluation, real-world case studies.
Datasets for Predictive Maintenance
machine-learning automation time-series nasa forecasting survival-analysis anomaly time-series-analysis time-to-event anomaly-detection predictive-maintenance remaining-useful-life degradation condition-based-maintenance phm prognosis-and-health-management ai-engineering run-to-failure-models run-to-failure event-to-event
Awesome Video Anomaly Detection
The easiest way to get started with OpenTUI is by using create-tui. This CLI tool enables you to quickly start building a new OpenTUI application, with everything set up for you.
List of datasets and papers in X-ray security images (Computer vision/Machine Learning)
machine-learning computer-vision deep-learning cnn artificial-intelligence gan classification segmentation object-detection papers tip datasets anomaly ct x-ray computed-tomography anomaly-detection x-ray-images threat-image-projection
MTAD: Tools and Benchmark for Multivariate Time Series Anomaly Detection
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