ml-monitoring

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iusztinpaul /energy-forecasting

Star956

🌀 𝗧𝗵𝗲 𝗙𝘂𝗹𝗹 𝗦𝘁𝗮𝗰𝗸 𝟳-𝗦𝘁𝗲𝗽𝘀 𝗠𝗟𝗢𝗽𝘀 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 | 𝗟𝗲𝗮𝗿𝗻 𝗠𝗟𝗘 & 𝗠𝗟𝗢𝗽𝘀 for free by designing, building and deploying an end-to-end ML batch system ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 2.5 𝘩𝘰𝘶𝘳𝘴 𝘰𝘧 𝘳𝘦𝘢𝘥𝘪𝘯𝘨 & 𝘷𝘪𝘥𝘦𝘰 𝘮𝘢𝘵𝘦𝘳𝘪𝘢𝘭𝘴

python docker airflow poetry gcp cicd batch-processing data-versioning mlops feature-store github-actions fastapi model-registry streamlit weights-and-biases sktime great-expectations ml-monitoring hopsworks 3-pipeline-design

UpdatedApr 3, 2024
Python

RunLLM /aqueduct

Star521

Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure.

python kubernetes data-science data machine-learning ai ml python3 orchestration ml-infrastructure mlops ml-monitoring llm llms

UpdatedJun 7, 2023
Go

squaredev-io /whitebox

Star181

[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes

python kubernetes machine-learning monitoring accuracy recall k8s confusion-matrix observability f1-score explainable-ai xai accuracy-score mlops mlflow accuracy-metrics explainability model-monitoring ml-monitoring modelops

UpdatedJul 11, 2023
Python

trubrics /trubrics-python

Star155

Product analytics for AI Assistants

machine-learning mlops streamlit ml-monitoring llm human-feedback llmops model-feedback

UpdatedMay 26, 2025
Python

evidentlyai /ml_observability_course

Star98

Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in production.

data-quality-checks data-quality production-machine-learning mlops model-monitoring machine-learning-operations model-performance data-drift ml-pipelines ml-monitoring ml-observability llmops

UpdatedDec 17, 2023
Jupyter Notebook

Azure-Samples /azure-databricks-mlops-mlflow

Star94

Azure Databricks MLOps sample for Python based source code using MLflow without using MLflow Project.

python azure ml databricks databricks-notebooks ml-production mlops mlflow ml-ops ml-operations mlflow-projects ml-monitoring

UpdatedMar 21, 2025
Jupyter Notebook

Arize-ai /client_python

Star57

A python library to send data to Arize AI!

performance-monitoring data-quality-monitoring model-monitoring ml-monitoring model-explainability ai-monitoring drift-monitoring ml-observability ai-observability model-performance-management ai-roi

UpdatedOct 22, 2025
Python

vishwa-labs /vishwa-ml-sdk

Star20

Python SDK for vishwa.ai

prometheus mlops ml-monitoring langchain llmops

UpdatedJan 29, 2024
Python

koushikvikram /anomaly-detection-platform

Star18

🔥🔥🔥🔥🧊🔥🔥 A Data Platform for Monitoring and Detecting Anomalies in Real-Time.

python docker machine-learning dashboard grafana jupyter-notebook prometheus caddy anomaly-detection real-time-monitoring mlops real-time-machine-learning fastapi ml-engineering ml-platform ml-deployment ml-monitoring koushikvikram koushik-vikram

UpdatedNov 24, 2021
Jupyter Notebook

alvarobartt /ml-monitoring-with-wandb

Sponsor

Star15

🕵️🤖 Monitoring a PyTorch Lightning CNN with Weights & Biases

machine-learning monitoring pytorch torchvision pytorch-lightning wandb weights-and-biases ml-monitoring

UpdatedJul 26, 2021
Jupyter Notebook

MetricRule /metricrule-agent-go

Star10

An agent that exports telemetry for served ML models in TFServing and KFServing.

agent metrics sidecar tensorflow-serving-rest-api kfserving ml-monitoring sidecar-agent

UpdatedMar 27, 2023
Go

Arize-ai /client_java

Star8

Java client to interact with Arize API

performance-monitoring data-quality-monitoring model-monitoring ml-monitoring model-explainability ai-monitoring drift-monitoring ml-observability ai-observability model-performance-management ai-roi model-observability

UpdatedSep 19, 2024
Java

arthur-ai /arthur-sandbox

Star5

Example projects for Arthur Model Monitoring Platform

model-monitoring ai-explainability ml-monitoring model-explainability ai-monitoring ml-observability ai-observability model-performance-management

UpdatedApr 21, 2023
Jupyter Notebook

bodywork-ml /bodywork-pipeline-with-aporia-monitoring

Star4

Integrating Aporia ML model monitoring into a Bodywork serving pipeline.

python kubernetes machine-learning mlops ml-serving ml-training ml-monitoring

UpdatedJun 20, 2022
Jupyter Notebook

armeggaddon /MLflow-as-a-decorator

Star3

This repository give a heads up on how to use machine learning monitoring tool like MLflow to be used as a detached component from the actual ML workflow.

mlflow ml-monitoring ml-tracking

UpdatedFeb 2, 2025
Python

umitkacar /awesome-mlops

Star2

Production-grade MLOps: Model deployment, monitoring, feature stores, and ML pipelines for real-world AI systems.

docker kubernetes airflow cicd data-versioning model-deployment model-serving dvc kubeflow mlops mlflow feature-store feast ml-pipeline model-registry production-ml experiment-tracking ml-monitoring

UpdatedNov 10, 2025
Python

imchandanmohan /airflow-etl-ml-monitoring-pipeline

Star1

End-to-end MLOps pipeline with Airflow ETL orchestration, Redis feature store, and real-time ML monitoring using Prometheus & Grafana with automated data drift detection

python docker redis grafana postgresql prometheus data-engineering observability data-pipeline apache-airflow etl-pipeline mlops feature-store fastapi astronomer ml-pipeline production-ml data-drift monitoring-dashboard ml-monitoring

UpdatedOct 30, 2025
Jupyter Notebook

KonNik88 /drift-monitoring-wine-quality

Star1

Production-style ML monitoring template on the Wine Quality (red) dataset: Evidently (data/target/prediction drift, data quality) + adversarial validation, PSI/JS effect sizes, SHAP/PDP, slice analysis, and an Alert Policy with actions

machine-learning psi pdp wine-quality shap data-drift ml-monitoring model-drift evidently