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Datastream.io ⭐ 761

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

Automl Implementation For Static And Dynamic Data Analytics ⭐ 443

Implementation/Tutorial of using Automated Machine Learning (AutoML) methods for static/batch and online/continual learning

Pwpae Concept Drift Detection And Adaptation ⭐ 175

Data stream analytics: Implement online learning methods to address concept drift and model drift in data streams using the River library. Code for the paper entitled "PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams" published in IEEE GlobeCom 2021.

Kafka Ml ⭐ 131

Kafka-ML: connecting the data stream with ML/AI frameworks (now TensorFlow and PyTorch!)

Oasw Concept Drift Detection And Adaptation ⭐ 42

An online learning method used to address concept drift and model drift. Code for the paper entitled "A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams" published in IEEE Internet of Things Magazine.

Sbs Iot Data Generator ⭐ 30

Script to locally generate simulated data stream that mimics IoT data from Simple Beer Service (https://github.com/awslabs/simplebeerservice)

MIST: High-performance IoT Stream Processing

Msana Online Data Stream Analytics And Concept Drift Adaptation ⭐ 13

Data stream analytics: Implement online learning methods to address concept drift in dynamic data streams. Code for the paper entitled "A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems" published in IEEE Transactions on Industrial Informatics.

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