Anomaly Detection Systems ML Frameworks

Tools and frameworks for detecting anomalies across various data types (time-series, images, network traffic, industrial systems) using ML techniques like autoencoders, isolation forests, and statistical methods. Does NOT include general classification frameworks, fraud detection as a standalone domain, or intrusion detection systems focused primarily on security/cybersecurity applications.

There are 276 anomaly detection systems frameworks tracked. 3 score above 70 (verified tier). The highest-rated is unit8co/darts at 87/100 with 9,248 stars and 346,646 monthly downloads. 4 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	unit8co/darts A python library for user-friendly forecasting and anomaly detection on time series.	87	Verified	9,248	Python
2	raphaelvallat/antropy AntroPy: entropy and complexity of (EEG) time-series in Python	73	Verified	360	Python
3	yzhao062/pyod A Python Library for Outlier and Anomaly Detection, Integrating Classical...	72	Verified	9,747	Python
4	Minqi824/ADBench Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.	67	Established	1,008	Python
5	vc1492a/PyNomaly Anomaly detection using LoOP: Local Outlier Probabilities, a local density...	66	Established	328	Python
6	kkirchheim/pytorch-ood 👽 Out-of-Distribution Detection with PyTorch	60	Established	335	Python
7	sintel-dev/Orion Unsupervised time series anomaly detection library	57	Established	1,343	Python
8	M-3LAB/awesome-industrial-anomaly-detection Paper list and datasets for industrial image anomaly/defect detection...	57	Established	3,365	—
9	elki-project/elki ELKI Data Mining Toolkit	57	Established	833	Java
10	petrobras/3W Timely detections for more proactive and effective actions in offshore oil wells!	56	Established	469	Jupyter Notebook
11	yzhao062/SUOD (MLSys' 21) An Acceleration System for Large-scare Unsupervised...	55	Established	393	Python
12	linkedin/isolation-forest A distributed Spark/Scala implementation of the isolation forest algorithm...	54	Established	253	Scala
13	logpai/loglizer A machine learning toolkit for log-based anomaly detection [ISSRE'16]	53	Established	1,405	Jupyter Notebook
14	pygod-team/pygod A Python Library for Graph Outlier Detection (Anomaly Detection)	49	Emerging	1,477	Python
15	yliang725/Anomaly-Detection-IoT23 A research project of anomaly detection on dataset IoT-23	49	Emerging	108	Jupyter Notebook
16	ajayarunachalam/msda Library for multi-dimensional, multi-sensor, uni/multivariate time series...	48	Emerging	129	Jupyter Notebook
17	numaproj/numalogic Collection of operational time series ML models and tools	47	Emerging	174	Python
18	waico/tsad Package for Time Series Forecasting and Anomaly Detection Problems.	47	Emerging	57	Jupyter Notebook
19	H21lab/Anomaly-Detection Scripts to help to detect anomalies in pcap file. Anomaly Detection using...	47	Emerging	83	Jupyter Notebook
20	salesforce/Merlion Merlion: A Machine Learning Framework for Time Series Intelligence	45	Emerging	4,477	Python
21	yzhao062/pytod TOD: GPU-accelerated Outlier Detection via Tensor Operations	45	Emerging	189	Python
22	TsLu1s/segmentae SegmentAE: A Python Library for Anomaly Detection Optimization	45	Emerging	7	Python
23	khundman/telemanom A framework for using LSTMs to detect anomalies in multivariate time series...	44	Emerging	1,152	Jupyter Notebook
24	thuml/Anomaly-Transformer About Code release for "Anomaly Transformer: Time Series Anomaly Detection...	44	Emerging	999	Python
25	logpai/Drain3 A robust streaming log template miner based on the Drain algorithm	44	Emerging	768	Python
26	lukasruff/Deep-SVDD-PyTorch A PyTorch implementation of the Deep SVDD anomaly detection method	44	Emerging	779	Python
27	AICoE/log-anomaly-detector Log Anomaly Detection - Machine learning to detect abnormal events logs	44	Emerging	348	Jupyter Notebook
28	rares9301/anomaly-detection simple but efficient kernel regression and anomaly detection algorithms	44	Emerging	173	MATLAB
29	aqibsaeed/Anomaly-Detection Anomaly detection algorithm implementation in Python	44	Emerging	129	Jupyter Notebook
30	sr-857/AstraGuard-AI-Apertre-3.0 🚀 Autonomous Fault Detection & Recovery System for CubeSats \| 🤖 Real-Time...	44	Emerging	14	Python
31	ait-aecid/anomaly-detection-log-datasets Analysis scripts for log data sets used in anomaly detection.	43	Emerging	85	Python
32	KDD-OpenSource/DeepADoTS Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection...	43	Emerging	597	Python
33	sloopstash/kickstart-elk Collect Telemetry data from a variety of platforms, workloads, and services...	43	Emerging	8	—
34	lukasruff/Deep-SAD-PyTorch A PyTorch implementation of Deep SAD, a deep Semi-supervised Anomaly...	43	Emerging	351	Python
35	kLabUM/rrcf 🌲 Implementation of the Robust Random Cut Forest algorithm for anomaly...	43	Emerging	521	Python
36	ML4ITS/mtad-gat-pytorch PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly...	42	Emerging	389	Python
37	hoya012/awesome-anomaly-detection A curated list of awesome anomaly detection resources	42	Emerging	2,887	—
38	akash13singh/lstm_anomaly_thesis Anomaly detection for temporal data using LSTMs	42	Emerging	226	Jupyter Notebook
39	GitiHubi/deepAI Detection of Accounting Anomalies using Deep Autoencoder Neural Networks - A...	42	Emerging	210	Jupyter Notebook
40	IsolationKernel/ikpykit IKPyKit: Isolation Kernel Python toolKit	42	Emerging	11	Python
41	hendrycks/outlier-exposure Deep Anomaly Detection with Outlier Exposure (ICLR 2019)	42	Emerging	575	Python
42	salesforce/logai LogAI - An open-source library for log analytics and intelligence	41	Emerging	782	Python
43	dlmacedo/robust-deep-learning A project to train your model from scratch or fine-tune a pretrained model...	41	Emerging	17	Python
44	ait-detectmate/DetectMateService Microservice for logdataanomaly services	41	Emerging	5	Python
45	rvorias/ind_knn_ad Vanilla torch and timm industrial knn-based anomaly detection for images.	41	Emerging	164	Python
46	LogIntelligence/LogADEmpirical Log-based Anomaly Detection with Deep Learning: How Far Are We? (ICSE 2022,...	41	Emerging	215	Python
47	nmandery/extended-isolation-forest Rust port of the extended isolation forest algorithm for anomaly detection	40	Emerging	20	Rust
48	boniolp/MSAD [VLDB 2023] Model Selection for Anomaly Detection in Time Series	40	Emerging	43	Jupyter Notebook
49	LogIntelligence/NeuralLog Log-based Anomaly Detection Without Log Parsing (ASE 2021, Research Track)	40	Emerging	141	Python
50	datamllab/tods TODS: An Automated Time-series Outlier Detection System	40	Emerging	1,654	Python
51	cisco-ie/telemetry Open-source datasets for anyone interested in working with network anomaly...	40	Emerging	129	—
52	rob-med/awesome-TS-anomaly-detection List of tools & datasets for anomaly detection on time-series data.	40	Emerging	3,165	—
53	victordibia/anomagram Interactive Visualization to Build, Train and Test an Autoencoder with Tensorflow.js	39	Emerging	187	JavaScript
54	LilitYolyan/CutPaste Unofficial implementation of Google "CutPaste: Self-Supervised Learning for...	39	Emerging	130	Python
55	astha-chem/mvts-ano-eval A repository for code accompanying the manuscript 'An Evaluation of Anomaly...	39	Emerging	108	Python
56	Wb-az/time-series-anomaly-detection-bilstm-pycaret Unsupervised anomaly detection in vibration signal using PyCaret vs BiLSTM	38	Emerging	15	Jupyter Notebook
57	tvhahn/ml-tool-wear Anomaly detection on the UC Berkeley milling data set using a...	38	Emerging	75	Jupyter Notebook
58	XiaoxiaoMa-MQ/Awesome-Deep-Graph-Anomaly-Detection Awesome graph anomaly detection techniques built based on deep learning...	38	Emerging	384	—
59	datasig-ac-uk/signature_mahalanobis_knn Methodology for anomaly detection on multivariate streams using path...	37	Emerging	9	Jupyter Notebook
60	xuhongzuo/outlier-interpretation (WWW'21) ATON - an Outlier Interpreation / Outlier explanation method	36	Emerging	188	Python
61	rodrigo-arenas/kafkaml-anomaly-detection Project for real-time anomaly detection using Kafka and python	36	Emerging	60	Python
62	ait-detectmate/DetectMateLibrary Collection of algorithms for log data anomaly detection	36	Emerging	6	Python
63	georgian-io/pyoats Quick and Easy Time Series Outlier Detection	36	Emerging	111	Python
64	zamanzadeh/ts-anomaly-benchmark Time-Series Anomaly Detection Comprehensive Benchmark	36	Emerging	257	—
65	matlab-deep-learning/Industrial-Machinery-Anomaly-Detection Extract features and detect anomalies in industrial machinery vibration data...	36	Emerging	51	MATLAB
66	ixalodecte/AI-Log-Analyzer Machine learning algorithms to detect anomalies in unstructured logs	36	Emerging	47	Python
67	EmorZz1G/SimAD SimAD, deep learning, anomaly detection, outlier detection, time series,...	35	Emerging	32	Python
68	Yigtwxx/CANomaly-LSTM LSTM Autoencoder–based anomaly detection system for CAN-Bus traffic,...	35	Emerging	3	Python
69	zamanzadeh/CARLA CARLA: A self-supervised contrastive learning model for time series anomaly...	35	Emerging	143	Jupyter Notebook
70	IRT-SystemX/tdaad Topological data analysis anomaly detection for timeseries	35	Emerging	5	HTML
71	boschresearch/NeuTraL-AD Code of the paper 'Neural Transformation Learning for Anomaly Detection'...	35	Emerging	49	Python
72	edadaltocg/detectors Python package to accelerate research on generalized out-of-distribution...	35	Emerging	15	Python
73	mononitogoswami/tsad-model-selection Code for "Unsupervised Model Selection for Time-series Anomaly Detection", ICLR 2023.	35	Emerging	87	Jupyter Notebook
74	lmmentel/awesome-time-series Resources for working with time series and sequence data	34	Emerging	664	—
75	fjchange/awesome-video-anomaly-detection Papers for Video Anomaly Detection, released codes collection, Performance...	33	Emerging	662	—
76	YuhaoCheng/PyAnomaly Useful Toolbox for Anomaly Detection	33	Emerging	110	Python
77	denguir/student-teacher-anomaly-detection Student–Teacher Anomaly Detection with Discriminative Latent Embeddings	33	Emerging	185	Python
78	IBM-Cloud/iot-device-phone-simulator A web application which acts as an IoT device when loaded in a smart phone...	33	Emerging	11	JavaScript
79	y-kawagu/dcase2021_task2_baseline_ae Autoencoder-based baseline system for DCASE2021 Challenge Task 2.	33	Emerging	27	Python
80	boschresearch/LatentOE-AD Coder of the paper 'Latent Outlier Exposure for Anomaly Detectin with...	33	Emerging	40	Python
81	y-kawagu/dcase2021_task2_baseline_mobile_net_v2 MobileNetV2-based baseline system for DCASE2021 Challenge Task 2.	32	Emerging	24	Python
82	git-disl/EllipticPlusPlus Elliptic++ Dataset: A Graph Network of Bitcoin Blockchain Transactions and...	32	Emerging	134	Jupyter Notebook
83	dennishnf/unsupervised-anomaly-detection This repository describes the implementation of an unsupervised anomaly...	32	Emerging	28	Jupyter Notebook
84	log10-io/log10 Python client library for improving your LLM app accuracy	32	Emerging	97	Python
85	qiumiao30/time-series-anomaly-detection List of papers & datasets for anomaly detection on multivariate time-series data.	32	Emerging	27	Python
86	twsnmp/twlogeye Next-generation log server with AI integration. Turn massive logs into...	32	Emerging	1	Go
87	decisionintelligence/TAB [PVLDB 2025] TAB: Unified Benchmarking of Time Series Anomaly Detection Methods	31	Emerging	117	Jupyter Notebook
88	Junxi-Chen/Awesome-Video-Anomaly-Detection A curated collection of papers, code, datasets, and utilities for Video...	31	Emerging	140	Python
89	decisionintelligence/CATCH [ICLR 2025] CATCH: Channel-Aware Multivariate Time Series Anomaly Detection...	31	Emerging	162	Python
90	SmartManuAD/Smart-Manufacturing-AD Repository linked to "Anomaly detection in Smart-manufacturing era: A review"	31	Emerging	20	Python
91	JerryX1110/Awesome-3D-Anomaly-Detection Awesome-3D/Multimodal-Anomaly-Detection-and-Localization/Segmentation/3D-KD/3...	31	Emerging	86	—
92	HROlive/Applications-of-AI-for-Anomaly-Detection Nvidia DLI workshop on AI-based anomaly detection techniques using...	31	Emerging	72	Jupyter Notebook
93	FareedKhan-dev/AI-outlier-detection Outlier Detection with AI + ML	31	Emerging	14	Jupyter Notebook
94	squareRoot3/Rethinking-Anomaly-Detection "Rethinking Graph Neural Networks for Anomaly Detection" in ICML 2022	30	Emerging	200	Python
95	EmorZz1G/PatchAD PatchAD, TBD 2025, deep learning, anomaly detection, outlier detection, time...	30	Emerging	44	Python
96	jackieD14/Graph-models-in-finance-application Paper collection for graph based models in finance application	30	Emerging	113	—
97	flaviagiammarino/encdec-ad-tensorflow TensorFlow implementation of EncDec-AD model for multivariate time series...	30	Emerging	18	Python
98	IQTLabs/anomaly_detector Python module for computer vision anomaly detection	29	Experimental	11	Python
99	vishalmhjn/pneuma_treatment Treating noise and anomalies in the vehicle time-series data captured by drones	29	Experimental	9	Jupyter Notebook
100	Azure-Samples/digital-twins-mvad-integration A code sample for integrating Azure Digital Twins to a multivariate anomaly...	29	Experimental	10	Jupyter Notebook
101	GitiHubi/deepAD Detection of Accounting Anomalies in the Latent Space using Adversarial...	29	Experimental	88	Jupyter Notebook
102	NasirzadehMoh/CoLog A Unified Framework for Detecting Point and Collective Anomalies in...	29	Experimental	22	Python
103	mohammadhashemii/Web-Crawler-Detection Web Crawler Detection using Unsupervised Algorithms	29	Experimental	23	Jupyter Notebook
104	dlmacedo/distinction-maximization-loss A project to improve out-of-distribution detection (open set recognition)...	28	Experimental	44	Python
105	paloukari/TypeEdge.AnomalyDetection Anomaly Detection in Azure IoT Edge using TypeEdge	28	Experimental	5	JavaScript
106	liznerski/eoe Repository for the Exposing Outlier Exposure paper	28	Experimental	12	Python
107	tianyu0207/IGD Official code for 'Deep One-Class Classification via Interpolated Gaussian...	28	Experimental	69	Python
108	GaneshArihanth/Vessel-Oil-Spill-Detection Vessel Anomaly Detection is a microservices-based application for maritime...	28	Experimental	5	JavaScript
109	GuansongPang/SOTA-Deep-Anomaly-Detection List of implementation of SOTA deep anomaly detection methods	28	Experimental	109	—
110	thebabylonai/babylog A lightweight logger for machine learning teams to log images and...	28	Experimental	154	Python
111	ReverendBayes/BMW-MHD-Log-Anomaly-Detector BMW MHD log anomaly detector — a damn useful tool for tuners and...	28	Experimental	6	Python
112	dreizehnutters/pcapAE convGRU based autoencoder for unsupervised & spatial-temporal anomaly...	27	Experimental	18	Jupyter Notebook
113	SUmidcyber/Log-Danismani AI destekli çoklu platform log analiz ve güvenlik aracı - Windows, Linux,...	27	Experimental	4	Python
114	mala-lab/deviation-network-image Official PyTorch implementation of the paper “Explainable Deep Few-shot...	27	Experimental	88	Python
115	lilygeorgescu/MAE-medical-anomaly-detection Masked Autoencoders for Unsupervised Anomaly Detection in Medical Images	27	Experimental	20	Python
116	ymxlzgy/FoundAD [ICLR 2026] The implementation of the paper Foundation Visual Encoders Are...	27	Experimental	36	Python
117	Kowd-PauUh/dbsod Official implementation of "DBSOD: Density-Based Spatial Outlier Detection"	27	Experimental	4	C++
118	bibs2091/Anomaly-detection-system Machine learning based Intrusion detection system (IDS)	27	Experimental	66	Java
119	hubtru/Minape Multimodal Isotropic Neural Architecture with Patch Embedding to both time...	27	Experimental	9	Jupyter Notebook
120	aws-samples/amazon-lookout-for-equipment-python-sdk The Amazon Lookout for Equipment Python SDK is an open-source library that...	27	Experimental	6	Python
121	bluekiri/anomalydetection Anomaly Detection Framework written in python	27	Experimental	10	Python
122	Lucchh/eilof Efficient Incremental Local Outlier Factor (EILOF) for Online Anomaly Detection	26	Experimental	4	Jupyter Notebook
123	Lleyton-Ariton/oddity Time series anomaly detection via decomposition and gaussian process regression.	26	Experimental	21	Rust
124	zamanzadeh/DACAD Domain Adaptation Contrastive learning model for Anomaly Detection in...	26	Experimental	34	Python
125	DASDAE/das-anomaly A Python package for anomaly detection in distributed acoustic sensing (DAS)...	26	Experimental	25	Python
126	carolchenyx/MGFN. This is the official repo of paper accepted in AAAI 2023 Oral.	26	Experimental	91	Python
127	aleflabo/HypAD The official PyTorch implementation of the IEEE/CVF CVPR Visual Anomaly and...	26	Experimental	26	Python
128	boniolp/ADecimo [ICDE 2024] a Web-app for Evaluation of Model selection for Anomaly...	26	Experimental	11	Python
129	ashafaei/out-of-distribution-detection The Ultimate Reference for Out of Distribution Detection with Deep Neural Networks	26	Experimental	118	—
130	kkirchheim/mchad 🔎 Multi-Class Hypersphere Anomaly Detection (ICPR)	26	Experimental	8	Jupyter Notebook
131	janerjzou/AD_FL_DL Apply Federated Learning and Deep Learning (Deep Auto-encoder) to detect...	26	Experimental	36	Jupyter Notebook
132	bipinthecoder/anomaly-driven-video-summarization This project implements a novel architecture that combines Change Detection,...	26	Experimental	5	Jupyter Notebook
133	lapalap/dora GitHub repository for DORA: Data-agnOstic Representation Analysis paper....	26	Experimental	27	Python
134	DAMO-DI-ML/CIKM22-TFAD Source code of CIKM'22 paper: TFAD: A Decomposition Time Series Anomaly...	26	Experimental	56	Python
135	qingsongedu/timeseries-tutorial-kdd-2022 KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial...	25	Experimental	104	—
136	lzz19980125/awesome-multivariate-time-series-anomaly-detection-algorithms This repository contains a reading list of papers on multivariate time...	25	Experimental	73	—
137	teo-sl/DPLAN_pytorch This repository contains an implementation of an anomaly detection method...	25	Experimental	12	Python
138	vnk8071/anomaly-detection-in-industry-manufacturing Pipeline training and inference Anomalib models UI in Anomaly Detection	25	Experimental	101	Python
139	ruiking04/COCA Deep Contrastive One-Class Time Series Anomaly Detection	25	Experimental	37	Python
140	AICoE/prometheus-anomaly-detector-legacy A simple application to collect data from a prometheus host and train a model on it	25	Experimental	26	Python
141	yanexr/awesome-TSAD List of time series anomaly detection resources, including methods,...	25	Experimental	4	—
142	isala404/lazy-koala A toolkit to apply AIOps to distributed systems	25	Experimental	15	Go
143	marco-rudolph/AST This is the code to the WACV 2023 paper "Asymmetric Student-Teacher Networks...	24	Experimental	84	Python
144	tph-kds/anomaly_detection_in_transactions This project aims to detect fraudulent transactions by leveraging machine...	24	Experimental	3	Jupyter Notebook
145	Minqi824/ADGym Official Implement of "ADGym: Design Choices for Deep Anomaly Detection",...	24	Experimental	34	Python
146	Richl-lab/recognize-unusual-logins This tool is used to find anomalies or suspicious login events, especially...	24	Experimental	4	R
147	supriya-gdptl/HCODA Implementation of "Community-based Outlier Detection in Edge-attributed Graphs"	24	Experimental	2	Java
148	FelixDJC/Awesome-Graph-Anomaly-Detection A collection of papers for graph anomaly detection, and published algorithms...	24	Experimental	136	—
149	AmadeusITGroup/lizard LIZARD (visuaLized Indicators for Zonal Anomaly Risk Detection) -...	24	Experimental	2	TypeScript
150	taikiinoue45/PaDiM PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization	24	Experimental	39	Python
151	daniel-bogdoll/phd Anomaly Detection for Autonomous Driving	24	Experimental	45	—
152	cmatteogr/medellin_ai_autoencoder_anomaly_detection Autoencoder used as anomaly detection model	24	Experimental	7	Python
153	galafis/anomaly-detection-advanced Anomaly Detection Advanced - Professional Python project	23	Experimental	1	Python
154	ShahinHasanov90/streaming-risk-sentinel Streaming anomaly detection for trade event feeds. Kafka-native with sliding...	23	Experimental	1	Python
155	nazim1021/OOD-detection-using-OECC Outlier Exposure with Confidence Control for Out-of-Distribution Detection	23	Experimental	71	Jupyter Notebook
156	chenyuanTKCY/KDSelector KDSelector proposes a novel knowledge-enhanced and data-efficient framework...	23	Experimental	8	Python
157	Aaryan2304/cctv-video-anomaly-detection A production-grade, deep-learning-based anomaly detection system for CCTV...	23	Experimental	6	Python
158	secwexen/log-anomaly-detector Open-source ML tool for detecting anomalies, suspicious activity, and...	23	Experimental	1	Python
159	dlidgett/AD-DINOv3 🔍 Enhance anomaly detection with AD-DINOv3, a framework adapting DINOv3 for...	23	Experimental	1	HTML
160	JulioAnzaldo/telemetry-anomdet Telemetry anomaly detection toolkit with preprocessing, feature extraction,...	23	Experimental	1	Python
161	christian-oleary/emmv Implementation of EM/MV metrics based on N. Goix et al.	23	Experimental	10	Python
162	DHANUSHGCODE/AI-Powered-Anomaly-Detection-Module-for-DefectDojo-Using-Machine-Learning A GSOC-level AI-Powered Security Monitoring Platform that allows real-time...	23	Experimental	1	Python
163	louisvietng/cnc-anomaly-detection Fault detection on industrial CNC machines using real Bosch production data....	22	Experimental	—	Jupyter Notebook
164	MukundaKatta/MetricFlow AI metrics dashboard — counters, gauges, histograms with time-windowed...	22	Experimental	—	Python
165	przemekwarnel/network-anomaly-detection Autoencoder-based anomaly detection for network traffic with...	22	Experimental	—	Python
166	MukundaKatta/AnomalyKit Anomaly detection toolkit — z-score, IQR, moving average deviation for time...	22	Experimental	—	Python
167	cj9990pok/network-logging 🌐 Monitor your internet connection, diagnose outages, and document ISP...	22	Experimental	—	Python
168	joshleh/secom-fault-detection End-to-end fault detection pipeline on SECOM semiconductor manufacturing...	22	Experimental	—	Jupyter Notebook
169	nerrenzeM/OpenAnomaly 🚀 Detect anomalies in Prometheus-compatible time series databases with...	22	Experimental	—	Nix
170	eugeneyp/ts-anomaly-detection-foundations Explorations of various techniques for time-series anomaly detection in...	22	Experimental	—	Jupyter Notebook
171	ELI7E3-M4MUN/log-anomaly-detector 🔍 Detect and analyze anomalies in system logs with a machine-learning tool,...	22	Experimental	—	Python
172	ayush-agarwal-0502/Machine-Predictive-Maintainence-Anomaly-Detection Anomaly Detection deployed on machine data dataset for Predictive Maintenance	22	Experimental	9	Jupyter Notebook
173	ydup/bokeh The interactive demo of the interpretation of the anomaly detection with...	22	Experimental	14	Python
174	kasiruse/ai-ssh-anomaly-detector-python An intelligent cybersecurity tool for detecting behavioral SSH anomalies on...	22	Experimental	—	Python
175	wjddusrb03/logmind AI-powered log anomaly detection CLI — learns normal patterns, detects...	22	Experimental	—	Python
176	Sondreespe/financial-anomaly-detection Streaming anomaly detection pipeline — Kafka → Isolation Forest → PostgreSQL...	22	Experimental	—	Python
177	Xardimods/ainomaly This is AInomaly, an AI project that detetcs anomalies using cameras.	22	Experimental	3	JavaScript
178	deepfieldlabs/astroLens autonomous astronomical anomaly discovery system	22	Experimental	4	Python
179	Filidetan597/finomaly 📊 Detect anomalies in financial transactions with Finomaly, a modular,...	22	Experimental	—	Python
180	Isaacburmingham/multivariate-time-series-anomaly-detection Analyzing multiple multivariate time series datasets and using LSTMs and...	22	Experimental	21	Jupyter Notebook
181	lilygeorgescu/AED-SSMTL Anomaly Detection in Video via Self-Supervised and Multi-Task Learning	22	Experimental	60	TeX
182	jayliu0313/Shape-Guided Shape-Guided Dual-Memory Learning for 3D Anomaly Detection [ICML2023]	22	Experimental	48	Python
183	yuvanbruh/hybrid-telemetry-anomaly-detection Hybrid anomaly detection for spacecraft telemetry using LSTM temporal...	22	Experimental	—	Jupyter Notebook
184	EnsiyeTahaei/DeepAnT-Time-Series-Anomaly-Detection An implementation of the DeepAnT model, a deep learning approach for...	21	Experimental	11	Python
185	basel-ay/Detecting-Anomalies-in-Financial-Transactions Building and training an Autoencoder Neural Network (AENN) model for...	21	Experimental	9	Jupyter Notebook
186	DAMO-DI-ML/KDD2022-Tutorial-Time-Series KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial...	21	Experimental	33	—
187	SinaDBMS/IsolationForest Anomaly detection on mixed (categorical, numerical and text) datasets using...	21	Experimental	8	Python
188	lyx199504/mc-lstm-time-series 本项目是论文《Anomaly Detection Using Multiscale C-LSTM for Univariate...	21	Experimental	57	Python
189	aidude/autoencoder_anomaly_detection Experiment for detecting Anomaly detection using Autoencoders	20	Experimental	7	Python
190	qitianwu/GraphOOD-GNNSafe The official implementation for ICLR23 paper "GNNSafe: Energy-based...	20	Experimental	84	Python
191	galafis/Anomaly-Detection-System Scalable anomaly detection system using statistical methods, isolation...	20	Experimental	1	JavaScript
192	Mateusz-Peplinski/AAPADS Advanced Access Point Anomaly Detection System	20	Experimental	17	C#
193	FelixDJC/GRADATE An official source code for paper "Graph Anomaly Detection via Multi-Scale...	20	Experimental	66	Python
194	koraydns/Stellar-Anomaly-Detector Anomaly Detection in James Webb Space Telescope (JWST) Data using Machine...	19	Experimental	8	Python
195	LuigiFederico/PatchCore-for-Industrial-Anomaly-Detection PatchCore method for Industrial Anomaly Detection + CLIP	19	Experimental	42	Python
196	djene-mengistu/Machine-Vision-and-Anomaly-Detection-Papers This repo contains state-of-the-art deep learning models for industrial...	19	Experimental	10	—
197	hed1ad/goguardml Real-time anomaly detection in Go. Isolation Forest for network traffic & logs.	19	Experimental	—	Go
198	J926L/NetLyra Real-time network analyzer with ML anomaly detection \| 实时网络流量分析与 AI 异常检测引擎	19	Experimental	—	Go
199	maryamoah/ai-anomaly-security Interpretable anomaly detection for heterogeneous security telemetry using...	19	Experimental	—	Jupyter Notebook
200	marlonffernandes/4G-3GPP-ETSI-machine-learning-anomaly-detection 4G 3GPP ETSI Radio Access Network KPI \| Automatic anomaly detection (root...	19	Experimental	6	Jupyter Notebook
201	byigitt/kovan Kovan — Merkezi komuta kontrol ve ağ anomali tespit sistemi. Pardus/Linux...	19	Experimental	—	TypeScript
202	wesleyscholl/SlipStream ⚡ Real-time fraud & anomaly detection system for streaming transactions....	18	Experimental	3	Java
203	zsoltmester/anomaly-detector Detect anomaly in call detail records.	18	Experimental	8	JavaScript
204	yuxin-jiang/Awesome-Anomaly-Generation This repository provides a hierarchical taxonomy of key paperson anomaly...	18	Experimental	17	—
205	ZIYU-DEEP/AAAI-2021-Paper-List-of-Anomaly-Detection A list of accepted papers in AAAI 2021 about anomaly detection.	18	Experimental	8	—
206	tsvlgd/LogIQ A fast and cost-efficient log classification system that uses regex rules,...	18	Experimental	8	Python
207	AmirhosseinHonardoust/Anomaly-Detection Anomaly detection in synthetic transaction and sales data with Python....	18	Experimental	27	Python
208	FelixDJC/NLGAD An official source code for paper "Normality Learning-based Graph Anomaly...	17	Experimental	12	Python
209	Berhanetek/unsupervised-detection-of-anomalous-sounds Automatically identify whether the sounds produced by industrial machines...	16	Experimental	3	Jupyter Notebook
210	OliverHennhoefer/awesome-ts-anomaly-detection-datasets Extensive collection of tabular time-series anomaly detection datasets.	16	Experimental	4	—
211	j-cb/NINCO Code and data for the paper "In or Out? Fixing ImageNet Out-of-Distribution...	16	Experimental	27	Jupyter Notebook
212	Shybert-AI/Energy_Anomaly_Detection_TOP3 能源AI挑战赛_异常检测赛第3名方案	16	Experimental	14	Jupyter Notebook
213	JuditHalperin/ml-is-all-you-need Few-sentence summaries of trending ML papers	15	Experimental	1	Python
214	Brijes987/SysWatch 🔍 Distributed System Monitoring & Analytics Platform with ML-powered anomaly...	15	Experimental	—	Go
215	azizdeniz890/TimeSeries-Network-Anomaly-Detection Anomaly detection project utilizing CESNET-TimeSeries24 real-world network...	15	Experimental	—	Jupyter Notebook
216	anokhver/ship_anomaly_detection ML pipeline for detecting anomalous ship routes from AIS data. Pipeline to...	15	Experimental	—	HTML
217	Vbhhacl/advanced-anomaly-detection-system 🚀 Real-time anomaly detection system using Machine Learning (Scikit-Learn)....	15	Experimental	1	HTML
218	aleflabo/COSKAD The official PyTorch implementation of the paper Contracting Skeletal...	15	Experimental	7	Jupyter Notebook
219	SuyashMullick/surface-defect-detection-ind Anomaly detection pipeline for industrial surface inspection using the MVTec...	15	Experimental	—	—
220	ShalevAtsis/Anomalyze Anomalyze is an advanced AI-powered web security scanner that detects...	15	Experimental	—	TypeScript
221	abc-125/viad-benchmark Benchmark for Visual Industrial Anomaly Detection	15	Experimental	7	Jupyter Notebook
222	Graph-COM/GAD-NR [WSDM 2024] GAD-NR : Graph Anomaly Detection via Neighborhood Reconstruction	14	Experimental	56	Jupyter Notebook
223	project-anomalia/anomalia 🧬 Go library for Time Series Data Analysis	14	Experimental	10	Go
224	s1upee/vehicle-performance This project simulates vehicle sensor data for performance analysis and...	14	Experimental	12	Jupyter Notebook
225	souaddev/Dynamic-time-warping-based-anomaly-detection-for-industrial-control-system An approach for anomaly detection in Industrial Control Systems (ICS), using...	14	Experimental	7	Jupyter Notebook
226	otuemre/ML-SIEM Unsupervised anomaly detection system for identifying account takeover...	14	Experimental	3	Jupyter Notebook
227	AbhinavUtkarsh/3D-Anomaly-Detection Complementary Pseudo Multimodal Feature for Point Cloud Anomaly Detection...	14	Experimental	7	Python
228	fulya-vasi/data-anomaly-detection Anomaly detection pipeline for sensor data using Python and machine learning	14	Experimental	—	Python
229	Guillem96/madgan-pytorch Multivariate Anomaly Detection with GAN (MAD-GAN) PyTorch modern implementation.	14	Experimental	34	Python
230	anshulsaib/flight-telemetry-anomaly-detection ML-based anomaly detection system for aircraft telemetry sensor data...	14	Experimental	—	Python
231	NishitaSingh01/satellite-telemetry-project Satellite Telemetry Anomaly Detection using Python, EDA, and Logistic Regression	14	Experimental	—	Python
232	jul-mokel/debug-effort-estimator 🚀 Analyze software error logs to estimate debugging effort, improving...	14	Experimental	—	Jupyter Notebook
233	poojakira/PulseNet AI Diagnostics: Predicts jet engine failures using NASA C-MAPSS data and...	14	Experimental	—	Python
234	damn8daniel/anomaly-detection Multi-method anomaly detection. Autoencoder, VAE, Isolation Forest — all...	14	Experimental	—	Python
235	thomasasamba-bot/02-observability-ml-alerting Full-stack observability platform: Prometheus + Grafana + ELK Stack + custom...	14	Experimental	—	Python
236	FYP-Log-Analysis/LOGIC A log analysis and threat detection platform for web server logs and Windows...	14	Experimental	—	TypeScript
237	frankboabeng29/anomaly-detection ML anomaly detection on NSL-KDD — compares Random Forest vs rule-based IDS...	14	Experimental	—	Python
238	danindiana/hitachi_anomaly_detection_lstm LSTM-based anomaly detection for Hitachi industrial systems	14	Experimental	—	Python
239	jaychampaneri14/anomaly-detection Autoencoder-based anomaly detection for time series data	14	Experimental	—	—
240	mahi122602/traffic-anomaly-detection Traffic anomaly detection using a deep learning autoencoder trained on the...	14	Experimental	—	Python
241	Didinga/ai-log-guardian AI-powered anomaly detection for server logs using Isolation Forest	14	Experimental	—	Python
242	DastanZar/SentinelVision Tabular anomaly detection MLOps platform — PyOD, MLflow, automated...	14	Experimental	—	Python
243	psychomad/gama-deep GAMA-Deep — ML anomaly scoring module for Android greyware analysis	14	Experimental	—	Rust
244	betieshet/systemlogs-anomaly-detection 🔍 Detect anomalies in system logs through a microservices platform using...	14	Experimental	—	Java
245	marcpinet/mimimi 🎵 A PyTorch implementation of a self-supervised complex neural network for...	14	Experimental	4	Python
246	0x0allenace/security-anomaly-project Behavioral anomaly detection in synthetic enterprise security logs using...	14	Experimental	—	Jupyter Notebook
247	QuantumDrizzy/iot-anomaly-detection Real-time anomaly detection on 50,000 industrial IoT sensor readings · 4...	14	Experimental	—	Jupyter Notebook
248	mtichikawa/anomaly-detection Streaming anomaly detection ensemble (Isolation Forest, LSTM, Z-score) with...	14	Experimental	—	Jupyter Notebook
249	gelassal/VR-ML-Anomaly-Detection-in-Team-Collaboration Developed an ML pipeline to detect teamwork breakdowns in VR environments...	14	Experimental	—	Jupyter Notebook
250	nagahemaramishetty/log-analysis-anomaly-detection End-to-end log analysis & hybrid anomaly detection pipeline on 1.88M NASA...	14	Experimental	—	Jupyter Notebook
251	jeyprabu/systemlogs-anomaly-detection Designed and deployed a production-style, containerized backend system that...	13	Experimental	2	Java
252	pizofreude/outlier-detection Outlier detection system with uncertainty estimation for business...	13	Experimental	2	Jupyter Notebook
253	DoHaiSon/DAE-MLP Code for "Semi-Supervised Learning for Anomaly Detection in Blockchain-Based...	13	Experimental	5	Jupyter Notebook
254	shaadclt/CNN-Based-Anomaly-Detection-in-Time-Series-Data This project demonstrates how to build a Convolutional Neural Network (CNN)...	13	Experimental	6	Jupyter Notebook
255	eshansurendra/cell_anomaly_detection_using_autoencoders This repository offers a TensorFlow-based anomaly detection system for cell...	13	Experimental	8	Jupyter Notebook
256	AlexanderFrotscher/ANDi Codebase for Unsupervised Anomaly Detection using Aggregated Normative...	13	Experimental	10	Python
257	ceo21ckim/Anomaly-Detection-Tutorial This Repository includes Anomaly Detection tutorials and various information...	12	Experimental	19	Jupyter Notebook
258	robotomize/sod Recognition of anomalies in the data stream in real time. Identify peaks....	12	Experimental	3	Go
259	HamidrezaGholamrezaei/Web_Auth_Anomaly_Detection A project focused on anomaly detection within web authentication systems,...	12	Experimental	3	Jupyter Notebook
260	agoor97/Anomaly-Detection-Credit-Transactions This Repo contains Notebook for Anomaly Detection using Dimensionality...	12	Experimental	4	Jupyter Notebook
261	Loai-Houmane/2D-Anomaly-Detection This project detects anomalies in 2D data using PyTorch for model training...	12	Experimental	3	Python
262	Aligo-Defensores-Informaticos/anomaly-detection-kubernetes An Anomaly-based Detection System for Monitoring Kubernetes Infrastructures	12	Experimental	4	Jupyter Notebook
263	hossain-sanowar/Energy-Anomalies-Detection The primary purpose is to discover Large-Scale Energy Anomalies using Time...	11	Experimental	—	—
264	tiraten-bot/Anomalyzer A real-time anomaly detection and automated remediation system with AI/ML.	11	Experimental	—	Go
265	AstroAirafar/user-behavior-anomaly-detection Unsupervised ML system detecting anomalous user activity, deployed as a...	11	Experimental	—	Jupyter Notebook
266	nikhilmallad/5G--Realtime-Anomaly-Detection Real-time 5G network anomaly detection using Kafka, Spark, Isolation Forest,...	11	Experimental	—	—
267	shivkhurana/log-anomaly-detection-aws Unsupervised Anomaly Detection system for Cybersecurity Log Analysis. Uses...	11	Experimental	—	—
268	yc-cui/Super-AD Overcoming the Identity Mapping Problem in Self-Supervised Hyperspectral...	11	Experimental	7	Jupyter Notebook
269	bedigambar/Network-Traffic-Analysis-and-Anomaly-Detection Network Traffic Analysis and Anomaly Detection	11	Experimental	—	Jupyter Notebook
270	Kacper0199/anomalistral A visual MLOps workbench where autonomous AI agents build, run, and explain...	11	Experimental	—	TypeScript
271	ChrisKevin18/network-traffic-analytics-dashboard Real-time network traffic analytics and forecasting dashboard.	11	Experimental	—	JavaScript
272	BadBoy0170/Network_Anomaly_Detection A machine learning-based system for detecting anomalies in encrypted network...	11	Experimental	—	JavaScript
273	aryanjadhav2006/visual-anomaly-localization Deep learning-based visual anomaly detection with pixel-level segmentation,...	11	Experimental	—	JavaScript
274	youtinid2930/DS2OS-Anomaly-Detection Machine Learning & Deep Learning models for binary anomaly detection on the...	11	Experimental	—	Jupyter Notebook
275	DengBoCong/anomaly-detection Anomaly detection algorithm related papers, competition schemes, codes, etc	10	Experimental	1	—
276	nahidbrur/PAD A toolbox for Python Anomaly [Outlier] Detection. This toolbox covers from...	10	Experimental	1	—

Comparisons in this category

pyod and pygod (72 vs 49) pyod and SUOD (72 vs 55) pyod and pytorch-ood (72 vs 60) pyod and PyNomaly (72 vs 66)