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759 search results found

Homemade Machine Learning ⭐ 21,542

🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

Anomaly Detection Resources ⭐ 7,616

Anomaly detection related books, papers, videos, and toolboxes

Machinelearning_python ⭐ 5,892

机器学习算法python实现

Machinelearning Samples ⭐ 4,259

Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.

Awesome Ts Anomaly Detection ⭐ 2,320

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

Hermitage ⭐ 2,162

What are the differences between the transaction isolation levels in databases? This is a suite of test cases which differentiate isolation levels.

Awesome Anomaly Detection ⭐ 2,146

A curated list of awesome anomaly detection resources

Skyline ⭐ 2,108

It'll detect your anomalies! Part of the Kale stack.

Alibi Detect ⭐ 2,010

Algorithms for outlier, adversarial and drift detection

The Numenta Anomaly Benchmark

Netcap ⭐ 1,646

A framework for secure and scalable network traffic analysis - https://netcap.io

Sentinl ⭐ 1,331

Kibana Alert & Report App for Elasticsearch

Surpriver ⭐ 1,275

Find big moving stocks before they move using machine learning and anomaly detection

Egads ⭐ 1,136

A Java package to automatically detect anomalies in large scale time-series data

Aiops Handbook ⭐ 1,102

Collection of slides, repositories, papers about AIOps

Luminol ⭐ 1,093

Anomaly Detection and Correlation library

Loglizer ⭐ 1,062

A log analysis toolkit for automated anomaly detection [ISSRE'16]

Deepstream_reference_apps ⭐ 1,050

Samples for TensorRT/Deepstream for Tesla & Jetson

A Python toolkit for rule-based/unsupervised anomaly detection in time series

Telemanom ⭐ 793

A framework for using LSTMs to detect anomalies in multivariate time series data. Includes spacecraft anomaly data and experiments from the Mars Science Laboratory and SMAP missions.

Awesome Time Series ⭐ 788

list of papers, code, and other resources

Rnn Time Series Anomaly Detection ⭐ 769

RNN based Time-series Anomaly detector model implemented in Pytorch.

Ganomaly ⭐ 767

GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training

Datastream.io ⭐ 761

An open-source framework for real-time anomaly detection using Python, ElasticSearch and Kibana

Awesome Aiops ⭐ 747

AIOps学习资料汇总，欢迎一起补全这个仓库，欢迎star

Data Validation ⭐ 739

Library for exploring and validating machine learning data

Ad_examples ⭐ 738

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

Luminaire ⭐ 660

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

Business Machine Learning ⭐ 620

A curated list of practical business machine learning (BML) and business data science (BDS) applications for Accounting, Customer, Employee, Legal, Management and Operations (by @firmai)

(AAAI' 20) A Python Toolbox for Machine Learning Model Combination

Black-box transactional safety checker based on cycle detection

Matrixprofile Ts ⭐ 556

A Python library for detecting patterns and anomalies in massive datasets using the Matrix Profile

Deep Svdd Pytorch ⭐ 538

A PyTorch implementation of the Deep SVDD anomaly detection method

Prometheus Anomaly Detector ⭐ 535

A newer more updated version of the prometheus anomaly detector (https://github.com/AICoE/prometheus-anomaly-detec

Awesome Log Analysis ⭐ 487

A list of awesome research on log analysis, anomaly detection, fault localization, and AIOps

Azure Sentinel Notebooks ⭐ 485

Interactive Azure Sentinel Notebooks provides security insights and actions to investigate anomalies and hunt for malicious behaviors.

Coursera Ml Using Matlab Python ⭐ 460

coursera吴恩达机器学习课程作业自写Python版本+Matlab原版

Skyline ⭐ 455

Anomaly detection

🌲 Implementation of the Robust Random Cut Forest algorithm for anomaly detection on streams

Anomalydetectioncvpr2018 ⭐ 445

Cicflowmeter ⭐ 439

CICFlowmeter-V4.0 (formerly known as ISCXFlowMeter) is an Ethernet traffic Bi-flow generator and analyzer for anomaly detection that has been used in many Cybersecurity datsets such as Android Adware-General Malware dataset (CICAAGM2017), IPS/IDS dataset (CICIDS2017), Android Malware dataset (CICAndMal2017) and Distributed Denial of Service (CICDDoS2019).

Awesome Anomaly Detection ⭐ 411

A complete list of papers on anomaly detection.

An Integrated Experimental Platform for time series data anomaly detection.

Hands On Data Analysis With Pandas ⭐ 390

Materials for following along with Hands-On Data Analysis with Pandas.

Outlier Exposure ⭐ 378

Deep Anomaly Detection with Outlier Exposure (ICLR 2019)

Ano_pred_cvpr2018 ⭐ 362

Official implementation of Paper Future Frame Prediction for Anomaly Detection -- A New Baseline, CVPR 2018

Anomalize ⭐ 334

Tidy anomaly detection

Awesome Video Anomaly Detection ⭐ 330

Papers for Video Anomaly Detection, released codes collection, Performance Comparision.

Monocle ⭐ 326

Monocle helps teams and individual to better organize daily duties and to detect anomalies in the way changes are produced and reviewed.

Ingress Logos ⭐ 321

Vector symbols based on Ingress, an alternate reality game by NianticLabs@Google.

Deeplog ⭐ 320

Pytorch Implementation of DeepLog.

Efficient Gan Anomaly Detection ⭐ 317

Padim Anomaly Detection Localization Master ⭐ 313

This is an unofficial implementation of the paper “PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization”.

Memae Anomaly Detection ⭐ 312

MemAE for anomaly detection. -- Gong, Dong, et al. "Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection". ICCV 2019.

Keras Anomaly Detection ⭐ 298

Anomaly detection implemented in Keras

Pynomaly ⭐ 295

Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].

Credit Card Fraud Detection Using Autoencoders In Keras ⭐ 289

iPython notebook and pre-trained model that shows how to build deep Autoencoder in Keras for Anomaly Detection in credit card transactions data

Log Anomaly Detector ⭐ 278

Log Anomaly Detection - Machine learning to detect abnormal events logs

Traceanomaly ⭐ 277

ISSRE'20: Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks

Deepadots ⭐ 270

Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".

Deep Sad Pytorch ⭐ 268

A PyTorch implementation of Deep SAD, a deep Semi-supervised Anomaly Detection method.

Htmpapers ⭐ 261

Numenta published papers code and data

Extended Isolation Forest for Anomaly Detection

AWS Identity and Access Management Visualizer and Anomaly Finder

Awesome Monitoring ⭐ 249

List of tools for monitoring and analyze everything

Kubectl Doctor ⭐ 244

kubectl cluster triage plugin for k8s - 🏥 (brew doctor equivalent)

AI-based, context-driven network device ranking

Machine-readable references of terms defined in web browser specifications

An End-to-end Outlier Detection System

Repository for the Explainable Deep One-Class Classification paper

Anomaly detection library based on singular spectrum transformation(sst)

Adaptive Alerting ⭐ 200

Anomaly detection for streaming time series, featuring automated model selection.

Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

Iot Edge Opc Plc ⭐ 197

Sample OPC UA server with nodes that generate random and increasing data, anomalies and much more ...

Deep Learning For Hackers ⭐ 196

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

Random Cut Forest By Aws ⭐ 194

An implementation of the Random Cut Forest data structure for sketching streaming data, with support for anomaly detection, density estimation, imputation, and more.

Lstm_anomaly_thesis ⭐ 191

Anomaly detection for temporal data using LSTMs

Anomalydetection ⭐ 189

Anomaly Detection Algorithms with Java

Ksql Udf Deep Learning Mqtt Iot ⭐ 188

Deep Learning UDF for KSQL for Streaming Anomaly Detection of MQTT IoT Sensor Data

Utility for analyzing graphite metrics. Experimental package.

Gcn Anomaly Detection ⭐ 188

Source codes of our paper in CVPR 2019: Graph Convolutional Label Noise Cleaner: Train a Plug-and-play Action Classifier for Anomaly Detection

Novelty Detection ⭐ 183

Latent space autoregression for novelty detection.

Cflow Ad ⭐ 171

Official PyTorch code for WACV 2022 paper "CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows"

Mad Gans ⭐ 170

Applied generative adversarial networks (GANs) to do anomaly detection for time series data

My attempt at reproducing the paper Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection

Anomalydetection ⭐ 165

Twitter's Anomaly Detection in Pure Python

Go implementation of MIDAS: Microcluster-Based Detector of Anomalies in Edge Streams

Mvtec Anomaly Detection ⭐ 162

This project proposes an end-to-end framework for semi-supervised Anomaly Detection and Segmentation in images based on Deep Learning.

Detection Of Traffic Anomaly ⭐ 161

This is the repo for our Detection of Traffic Anomaly (DoTA) dataset.

Anomalydetectioncvpr2018 Pytorch ⭐ 157

Pytorch version of - https://github.com/WaqasSultani/AnomalyDetectionCV

DAGMM Tensorflow implementation

Variational Lstm Autoencoder ⭐ 155

Lstm variational auto-encoder API for time series anomaly detection and features extraction

一款基于机器学习的Web日志统计分析与异常检测命令行工具

Vae_anomaly_detection ⭐ 148

Anomaly Detection In Surveillance Videos ⭐ 147

Real-World Anomaly Detection in Surveillance Videos

Spark Iforest ⭐ 147

Isolation Forest on Spark

Skip Ganomaly ⭐ 144

Source code for Skip-GANomaly paper

Logclass ⭐ 144

IEEE-TNSM 2021: Anomalous Log Identification and Classification with Partial Labels

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