model-monitoring

A curated list of awesome open source tools and commercial products that will help you train, deploy, monitor, version, scale, and secure your production machine learning on kubernetes 🚀

kubernetes workflow machine-learning deep-learning ml orchestration dataops operator machine-learning-pipelines model-management model-training machine-learning-workflow machine-learning-projects machine-learning-training mlops ml-pipeline model-monitoring machine-learning-operations ml-workbench

Updated Apr 20, 2022

aporia-ai / inferencedb

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🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)

machine-learning kafka s3 model-serving mlops model-monitoring

Updated Jun 10, 2022
Python

basirati / model_monitoring

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Model Monitoring using Prometheus and Grafana

monitoring docker-compose grafana prometheus mlops model-monitoring

Updated Aug 5, 2022
Jupyter Notebook

cmigpereira / mlops-zoomcamp-project

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Repo for my MLOps Zoomcamp project

machine-learning model-deployment mlops model-monitoring workflow-orchestration

Updated Aug 31, 2022
Python

OLAMIDE100 / Capstone-Project-Mlops-ZoomCamp

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This is a capstone project associated with MLOps Zoomcamp. The end goal of the project is to build an end-to-end machine learning project containing feature engineering, training, validation, tracking, modeel deployment, hosting, and general engineering best practices aimed at making house price predictions.

machine-learning orchestration cloud-computing house-price-prediction model-training mlops model-monitoring datatalksclub

Updated Sep 8, 2022
Python

NewronAI / newron-sdk

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Newron is a data-centric ML platform to easily build, manage, deploy and continuously improve models through data driven development.

data-science machine-learning deep-learning tensorflow keras python3 pytorch hyperparameter-optimization hyperparameter-tuning data-versioning hyperparameter-search model-versioning mlops model-monitoring model-registry experiment-tracking ml-platform model-reproducibility

Updated Oct 4, 2022
Python

katonic-dev / explainit

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A modern, enterprise-ready business intelligence web application

python data-science machine-learning pandas-dataframe data-visualization production-machine-learning mlops drift-detection model-monitoring machine-learning-operations

Updated Dec 9, 2022
Python

pyladiesams / model-drift-beginner-dec2022

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Learn how to handle model drift and perform test-based model monitoring

python workshop mlops model-monitoring data-drift cd4ml model-drift evidently target-drift

Updated Dec 20, 2022
Jupyter Notebook

vathymut / dsos

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Dataset shift with outlier scores

machine-learning r data-validation statistical-tests performance-monitoring model-validation statistical-process-control mlops drift-detection model-monitoring data-drift dataset-shifts

Updated Feb 19, 2023
R

aimlnerd / database-visualizer-tool

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Demonstrate how to use graphana to easily create dashboard from data in postgres without redeveloping dashboard UI using angular/react etc. Example use case is machine learning model monitoring

visualization data-science machine-learning postgresql data-visualization graphana mlops model-monitoring machine-learning-monitoring