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cleanlab/cleanlab

An open-source library for data-centric AI with tools for data quality and machine learning on messy, real-world data.

11.4K
Active
Python
Data Quality
Python
#data-centric-ai#data-quality#data-cleaning

yzhao062/pyod

A Python library for outlier and anomaly detection, integrating classical and deep learning techniques.

9.7K
Active
Python
Anomaly & Outlier Detection
#anomaly-detection#outlier-detection#unsupervised-learning

yzhao062/anomaly-detection-resources

A comprehensive collection of resources for anomaly detection, including books, papers, videos, and toolboxes.

9.2K
Stable
Python
LLM Frameworks
Computer Vision
Python
#anomaly-detection#outlier-detection#fraud-detection

rob-med/awesome-TS-anomaly-detection

A curated list of tools and datasets for anomaly detection on time-series data.

3.2K
Archived
Data Analysis
Data Mining
#anomaly-detection#time-series#outlier-detection

visual-layer/fastdup

Accelerate data curation and augmentation with this scalable, free tool for image and video analysis.

1.8K
Stable
Python
Computer Vision
ETL & Pipelines
Python
#data-augmentation#data-curation#image-processing

safe-graph/graph-fraud-detection-papers

A curated list of Graph/Transformer-based papers and resources for fraud, anomaly, and outlier detection.

1.8K
Active
Machine Learning
Data Mining
#academic-publications#anomaly-detection#data-science

datamllab/tods

An automated time-series outlier detection system built with Python for anomaly detection and autoML.

1.7K
Archived
Python
ML Ops
Time Series
#anomaly-detection#automl#time-series-analysis

JustGlowing/minisom

A minimalistic implementation of the Self Organizing Maps (SOM) algorithm for clustering and dimensionality reduction.

1.6K
Active
Python
Clustering
Dimensionality Reduction
Python
#clustering#dimensionality-reduction#unsupervised-learning

pygod-team/pygod

A Python library for graph-based anomaly detection and outlier detection, useful for fraud detection and security applications.

1.5K
Archived
Python
Machine Learning Ops
Security Tools
PyTorch
#anomaly-detection#graph-neural-networks#fraud-detection

Jingkang50/OpenOOD

A Python library for benchmarking generalized out-of-distribution detection algorithms.

1.0K
Stable
Python
Anomaly Detection
Novelty Detection
Python
#anomaly-detection#novelty-detection#open-set-recognition

Minqi824/ADBench

Official implementation of the ADBench anomaly detection benchmark for machine learning models

1.0K
Active
Python
Anomaly Detection
Benchmark
Python
#anomaly-detection#benchmark#data-mining

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