63 results found Sort:

cleanlab
cleanlab cleanlab
824
10.5k
agpl-3.0
87
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
llms dataops datasets labeling annotation dataquality data-quality data-science noisy-labels data-cleaning data-curation data-labeling data-profiling active-learning data-centric-ai data-validation weak-supervision outlier-detection exploratory-data-analysis out-of-distribution-detection
Created 2018-05-11
1,772 commits to master branch, last one 13 days ago
yzhao062
pyod yzhao062
1.4k
9.1k
bsd-2-clause
149
A Python Library for Outlier and Anomaly Detection, Integrating Classical and Deep Learning Techniques
python anomaly python3 outliers autoencoder data-mining data-science data-analysis deep-learning fraud-detection neural-networks machine-learning anomaly-detection novelty-detection outlier-detection outlier-ensembles unsupervised-learning out-of-distribution-detection
Created 2017-10-03
1,889 commits to master branch, last one about a month ago
yzhao062
anomaly-detection-resources yzhao062
1.8k
8.7k
agpl-3.0
287
Anomaly detection related books, papers, videos, and toolboxes
fraud awesome outlier data-mining awesome-list fraud-detection machine-learning anomaly-detection outlier-detection outlier-ensembles time-series-analysis graph-neural-networks unsupervised-learning
Created 2018-05-16
295 commits to master branch, last one 4 months ago
rob-med
awesome-TS-anomaly-detection rob-med
454
3.1k
unknown
107
List of tools & datasets for anomaly detection on time-series data.
data-mining time-series awesome-list data-analysis temporal-data machine-learning anomaly-detection outlier-detection
Created 2017-12-19
60 commits to master branch, last one 6 months ago
visual-layer
fastdup visual-layer
81
1.7k
other
22
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...
image python dataset data-curation deep-learning visual-search visualization image-analysis image-processing image-similarity machine-learning object-detection data-augmentation novelty-detection outlier-detection image-classfication visualization-tools image-classification image-duplicate-detection
Created 2022-05-11
1,346 commits to main branch, last one 3 months ago
datamllab
tods datamllab
200
1.6k
apache-2.0
28
TODS: An Automated Time-series Outlier Detection System
automl time-series machine-learning anomaly-detection outlier-detection time-series-analysis time-series-anomaly-detection
Created 2020-09-08
437 commits to master branch, last one about a year ago
safe-graph
graph-fraud-detection-papers safe-graph
268
1.6k
unknown
54
A curated list of graph-based fraud, anomaly, and outlier detection papers & resources
papers survey dataset security awsome-list data-mining data-science deep-learning spam-detection fraud-detection graph-algorithms machine-learning anomaly-detection outlier-detection academic-publications graph-neural-networks graph-convolutional-networks
Created 2019-11-21
154 commits to master branch, last one 3 days ago
JustGlowing
minisom JustGlowing
437
1.5k
mit
30
:red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps
som kohonen clustering neural-networks machine-learning manifold-learning outlier-detection self-organizing-map vector-quantization unsupervised-learning dimensionality-reduction
Created 2013-07-03
623 commits to master branch, last one 16 days ago
pygod-team
pygod pygod-team
135
1.4k
bsd-2-clause
16
A Python Library for Graph Outlier Detection (Anomaly Detection)
python pytorch toolkit opensource graphmining deeplearning security-tools fraud-detection machine-learning anomaly-detection outlier-detection graph-neural-networks graph-anomaly-detection
Created 2021-11-18
505 commits to main branch, last one 5 months ago
Jingkang50
OpenOOD Jingkang50
130
950
mit
8
Benchmarking Generalized Out-of-Distribution Detection
robustness anomaly-detection novelty-detection outlier-detection open-set-recognition out-of-distribution-detection
Created 2021-11-29
737 commits to main branch, last one about a month ago
Minqi824
ADBench Minqi824
141
932
bsd-2-clause
16
Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.
python benchmark data-mining data-sicence deep-learning neural-networks machine-learning anomaly-detection ensemble-learning outlier-detection supervised-learning unsupervised-learning semi-supervised-learning
Created 2022-06-05
117 commits to main branch, last one about a year ago
huytransformer
Awesome-Out-Of-Distribution-Detection huytransformer
75
907
cc0-1.0
38
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
anomaly awesome open-set open-world robustness awesome-lists ood-detection ood-robustness anomaly-detection novelty-detection outlier-detection ood-generalization distribution-shifts open-world-learning out-of-distribution open-set-recognition out-of-distribution-detection out-of-distribution-robustness out-of-distribution-generalization
Created 2023-08-07
80 commits to main branch, last one 5 days ago
elki-project
elki elki-project
325
811
agpl-3.0
54
ELKI Data Mining Toolkit
java index indexing outliers clustering data-mining time-series data-science data-analysis visualization anomalydetection cluster-analysis machine-learning outlier-detection distance-functions data-mining-algorithms
Created 2015-03-04
10,478 commits to main branch, last one about a month ago
zillow
luminaire zillow
60
775
apache-2.0
21
Luminaire is a python package that provides ML driven solutions for monitoring time series data.
automl forecasting time-series anomaly-detection outlier-detection
Created 2020-07-08
258 commits to master branch, last one about a year ago
cerlymarco
tsmoothie cerlymarco
104
756
mit
17
A python library for time-series smoothing and outlier detection in a vectorized way.
bootstrap smoothing timeseries time-series outlier-removal series-smoothing outlier-detection bootstrapping-statistics
Created 2020-08-23
43 commits to master branch, last one about a year ago
chaos-genius
chaos_genius chaos-genius
85
755
mit
11
ML powered analytics engine for outlier detection and root cause analysis.
ai ml alert python analytics monitoring dataquality seasonality time-series deep-learning hacktoberfest observability alert-messages monitoring-tool machine-learning anomaly-detection outlier-detection rootcauseanalysis data-visualization business-intelligence
This repository has been archived (exclude archived)
Created 2021-05-27
3,308 commits to main branch, last one 7 months ago
safe-graph
DGFraud safe-graph
162
725
apache-2.0
14
A Deep Graph-based Toolbox for Fraud Detection
graph toolkit security datamining opensource datascience dblp-dataset yelp-dataset spamdetection security-tools fraud-detection fraud-prevention graph-algorithms machine-learning anomaly-detection outlier-detection graphneuralnetwork financial-engineering graph-neural-networks graph-convolutional-networks
Created 2019-11-22
239 commits to master branch, last one 3 years ago
Renumics
awesome-open-data-centric-ai Renumics
35
717
cc-by-4.0
20
Curated list of open source tooling for data-centric AI on unstructured data.
nlp data-drift awesome-list noisy-labels data-curation deep-learning bias-detection explainable-ai feature-vector synthetic-data active-learning computer-vision data-centric-ai data-versioning machine-learning outlier-detection data-visualization documentation-only uncertainty-estimation robust-machine-learning
Created 2023-02-27
34 commits to main branch, last one about a year ago
xuhongzuo
DeepOD xuhongzuo
56
498
bsd-2-clause
9
Deep learning-based outlier/anomaly detection
anomaly-detection outlier-detection deep-anomaly-detection
Created 2022-10-28
330 commits to main branch, last one 7 months ago
Jingkang50
OODSurvey Jingkang50
40
455
unknown
15
The Official Repository for "Generalized OOD Detection: A Survey"
ood-detection anomaly-detection novelty-detection outlier-detection open-set-recognition out-of-distribution-detection
Created 2021-08-18
36 commits to main branch, last one 2 years ago
GuansongPang
ADRepository-Anomaly-detection-datasets GuansongPang
61
395
gpl-3.0
7
ADRepository: Real-world anomaly detection datasets, including tabular data (categorical and numerical data), time series data, graph data, image data, and video data.
dataset anomaly-detection novelty-detection outlier-detection graph-anomaly-detection image-anomaly-detection video-anomaly-detection out-of-distribution-detection time-series-anomaly-detection unsupervised-anomaly-detection semi-supervised-anomaly-detection weakly-supervised-anomaly-detection
Created 2020-10-15
45 commits to main branch, last one about a year ago
yzhao062
SUOD yzhao062
49
385
bsd-2-clause
16
(MLSys' 21) An Acceleration System for Large-scare Unsupervised Heterogeneous Outlier Detection (Anomaly Detection)
python data-mining machine-learning anomaly-detection outlier-detection distributed-systems knowledge-distillation machine-learning-library machine-learning-algorithms
Created 2019-11-20
170 commits to master branch, last one about a month ago
waico
SKAB waico
56
358
gpl-3.0
10
SKAB - Skoltech Anomaly Benchmark. Time-series data for evaluating Anomaly Detection algorithms.
skab dataset datasets skoltech benchmark leaderboard anomaly-detection outlier-detection collective-anomalies algorithms-evaluation changepoint-detection
Created 2020-07-19
165 commits to master branch, last one 8 months ago
vc1492a
PyNomaly vc1492a
37
322
other
24
Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].
outliers anomalies probability outlier-scores machine-learning anomaly-detection nearest-neighbors outlier-detection
Created 2017-05-19
203 commits to main branch, last one 4 months ago
ohirose
bcpd ohirose
38
310
mit
10
Bayesian Coherent Point Drift / Domain Elastic Transform
downsampling shape-analysis shape-matching outlier-detection shape-deformation bayesian-inference gaussian-processes coherent-point-drift variational-inference non-rigid-registration point-set-registration point-cloud-registration
Created 2019-03-31
66 commits to master branch, last one 14 days ago
selimfirat
pysad selimfirat
25
256
bsd-3-clause
6
Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)
python anomaly outliers real-time streaming-data fraud-detection machine-learning anomaly-detection outlier-detection intrusion-detection incremental-learning unsupervised-learning
Created 2020-06-05
217 commits to master branch, last one about a year ago
datamllab
pyodds datamllab
39
253
mit
13
An End-to-end Outlier Detection System
database tdengine time-series deep-learning machine-learning anomaly-detection outlier-detection time-series-analysis
Created 2019-10-07
115 commits to master branch, last one 4 years ago
linkedin
isolation-forest linkedin
50
239
other
13
A distributed Spark/Scala implementation of the isolation forest algorithm for unsupervised outlier detection, featuring support for scalable training and ONNX export for easy cross-platform inference...
onnx scala spark linkedin isolation-forest machine-learning anomaly-detection outlier-detection unsupervised-learning
Created 2019-07-26
83 commits to master branch, last one 29 days ago
NVISOsecurity
ee-outliers NVISOsecurity
33
209
gpl-3.0
20
Open-source framework to detect outliers in Elasticsearch events
ml cirt siem netsec outliers statistics ee-outliers threat-hunting machine-learning anomaly-detection outlier-detection security-monitoring security-operations statistical-analysis
This repository has been archived (exclude archived)
Created 2018-12-11
1,690 commits to master branch, last one 2 years ago
david-cortes
isotree david-cortes
40
209
bsd-2-clause
9
(Python, R, C/C++) Isolation Forest and variations such as SCiForest and EIF, with some additions (outlier detection + similarity + NA imputation)
imputation isolation-forest anomaly-detection outlier-detection
Created 2019-10-23
569 commits to master branch, last one 21 days ago