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outlier-detection

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cleanlab /cleanlab

Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

data-science annotation data-validation exploratory-data-analysis weak-supervision dataops outlier-detection labeling datasets data-cleaning active-learning data-quality data-profiling data-curation dataquality noisy-labels out-of-distribution-detection data-labeling data-centric-ai llms

UpdatedNov 10, 2025
Python

yzhao062 /pyod

A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques

python data-science machine-learning data-mining deep-learning python3 neural-networks outliers autoencoder data-analysis outlier-detection anomaly unsupervised-learning fraud-detection anomaly-detection outlier-ensembles novelty-detection out-of-distribution-detection

UpdatedOct 26, 2025
Python

yzhao062 /anomaly-detection-resources

Anomaly detection related books, papers, videos, and toolboxes. Last update late 2025 for LLM and VLM works!

machine-learning data-mining awesome awesome-list outlier-detection unsupervised-learning fraud-detection time-series-analysis vlm anomaly-detection fraud outlier outlier-ensembles graph-neural-networks large-language-models llm vlms

UpdatedNov 25, 2025
Python

rob-med /awesome-TS-anomaly-detection

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

machine-learning data-mining time-series data-analysis awesome-list outlier-detection anomaly-detection temporal-data

UpdatedOct 21, 2024

visual-layer /fastdup

fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

visualization python machine-learning image deep-learning image-processing dataset image-classification outlier-detection object-detection image-analysis visual-search data-augmentation data-curation visualization-tools image-similarity image-duplicate-detection novelty-detection image-classfication

UpdatedAug 12, 2025
Python

safe-graph /graph-fraud-detection-papers

A curated list of graph-based fraud, anomaly, and outlier detection papers & resources

security data-science machine-learning data-mining deep-learning graph-algorithms survey dataset outlier-detection papers academic-publications spam-detection graph-convolutional-networks fraud-detection anomaly-detection graph-neural-networks awsome-list

UpdatedNov 5, 2025

datamllab /tods

TODS: An Automated Time-series Outlier Detection System

machine-learning time-series outlier-detection automl time-series-analysis anomaly-detection time-series-anomaly-detection

UpdatedSep 11, 2023
Python

JustGlowing /minisom

🔴 MiniSom is a minimalistic implementation of the Self Organizing Maps

machine-learning clustering som neural-networks dimensionality-reduction outlier-detection kohonen unsupervised-learning manifold-learning self-organizing-map vector-quantization

UpdatedOct 14, 2025
Python

pygod

pygod-team /pygod

A Python Library for Graph Outlier Detection (Anomaly Detection)

python machine-learning opensource toolkit pytorch outlier-detection deeplearning fraud-detection security-tools anomaly-detection graph-neural-networks graphmining graph-anomaly-detection

UpdatedNov 14, 2024
Python

OpenOOD

Jingkang50 /OpenOOD

Benchmarking Generalized Out-of-Distribution Detection

outlier-detection robustness anomaly-detection novelty-detection open-set-recognition out-of-distribution-detection

UpdatedAug 10, 2025
Python

Minqi824 /ADBench

Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

python benchmark machine-learning data-mining deep-learning neural-networks supervised-learning semi-supervised-learning ensemble-learning outlier-detection unsupervised-learning anomaly-detection data-sicence

UpdatedAug 2, 2023
Python

huytransformer /Awesome-Out-Of-Distribution-Detection

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

UpdatedNov 5, 2025

elki-project /elki

ELKI Data Mining Toolkit

visualization java data-science machine-learning data-mining time-series clustering indexing outliers data-analysis index outlier-detection anomalydetection data-mining-algorithms cluster-analysis distance-functions

UpdatedOct 21, 2025
Java

luminaire

zillow /luminaire

Luminaire is a python package that provides ML driven solutions for monitoring time series data.

time-series forecasting outlier-detection automl anomaly-detection

UpdatedAug 17, 2025
Python

cerlymarco /tsmoothie

A python library for time-series smoothing and outlier detection in a vectorized way.

bootstrap timeseries time-series smoothing outlier-detection bootstrapping-statistics outlier-removal series-smoothing

UpdatedNov 23, 2023
Jupyter Notebook

chaos_genius

chaos-genius /chaos_genius

ML powered analytics engine for outlier detection and root cause analysis.

python machine-learning alert ai monitoring deep-learning time-series analytics ml data-visualization business-intelligence outlier-detection alert-messages hacktoberfest observability monitoring-tool anomaly-detection dataquality seasonality rootcauseanalysis

UpdatedSep 12, 2024
Python

safe-graph /DGFraud

A Deep Graph-based Toolbox for Fraud Detection

security machine-learning opensource graph graph-algorithms toolkit datascience outlier-detection fraud-prevention datamining yelp-dataset graph-convolutional-networks fraud-detection security-tools financial-engineering anomaly-detection graph-neural-networks dblp-dataset spamdetection graphneuralnetwork

UpdatedApr 20, 2022
Python

awesome-open-data-centric-ai

Renumics /awesome-open-data-centric-ai

Curated list of open source tooling for data-centric AI on unstructured data.

nlp machine-learning computer-vision deep-learning data-visualization awesome-list outlier-detection feature-vector uncertainty-estimation active-learning data-versioning data-curation synthetic-data explainable-ai bias-detection robust-machine-learning noisy-labels data-drift data-centric-ai documentation-only

UpdatedNov 15, 2023

xuhongzuo /DeepOD

Deep learning-based outlier/anomaly detection

outlier-detection anomaly-detection deep-anomaly-detection

UpdatedJul 24, 2025
Python

Jingkang50 /OODSurvey

The Official Repository for "Generalized OOD Detection: A Survey"

outlier-detection anomaly-detection novelty-detection open-set-recognition out-of-distribution-detection ood-detection

UpdatedOct 9, 2022
Jupyter Notebook

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