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machine-learning-operations

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EthicalML /awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning

UpdatedDec 16, 2025

SeldonIO /seldon-core

An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

kubernetes machine-learning deployment serving aiops production-machine-learning mlops machine-learning-operations

UpdatedDec 17, 2025
Go

frouros

IFCA-Advanced-Computing /frouros

Frouros: an open-source Python library for drift detection in machine learning systems.

python machine-learning statistics concept-drift machine-learning-engineering mle change-detection covariate-shift mlops drift-detection machine-learning-operations data-drift distribution-shift dataset-drift dataset-shift

UpdatedNov 24, 2025
Python

natnew /Awesome-Data-Science

Carefully curated list of awesome data science resources.

data-science data machine-learning awesome ai deep-learning interoperability awesome-list explainable-ai responsible-ai machine-learning-operations ml-operations large-scale-machine-learning

UpdatedSep 5, 2023

evidentlyai /ml_observability_course

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

chassis

chassisml /chassis

Chassis turns machine learning models into portable container images that can run just about anywhere.

python docker kubernetes machine-learning automation microservice containers python-library ci-cd mlops machine-learning-operations

UpdatedApr 24, 2024
Python

mattborghi /mlops-specialization

Machine Learning Engineering for Production (MLOps) Coursera Specialization

data-science data machine-learning deep-learning coursera neural-networks coursera-specialization mlops machine-learning-operations

UpdatedMay 22, 2021
Jupyter Notebook

katonic-dev /explainit

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

UpdatedDec 9, 2022
Python

modzy /sdk-python

Python library for Modzy Machine Learning Operations (MLOps) Platform

python docker machine-learning microservices deployment api-client model-deployment model-serving serving explainable-ai production-machine-learning ai-security mlops kuberenetes drift-detection machine-learning-operations

UpdatedSep 8, 2023
Python

patternex /awesome-ml-for-threat-detection

A curated list of resources to deep dive into the intersection of applied machine learning and threat detection.

machine-learning cybersecurity awesome-list papers threat-detection applied-machine-learning machine-learning-systems machine-learning-operations

UpdatedSep 23, 2020

awesome-mlops /awesome-mlops-kubernetes

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

UpdatedApr 20, 2022

ksm26 /Efficiently-Serving-LLMs

Learn the ins and outs of efficiently serving Large Language Models (LLMs). Dive into optimization techniques, including KV caching and Low Rank Adapters (LoRA), and gain hands-on experience with Predibase’s LoRAX framework inference server.

text-generation batch-processing server-optimization model-serving model-acceleration inference-optimization optimization-techniques machine-learning-operations deep-learning-techniques model-inference-service performance-enhancement scalability-strategies serving-infrastructure large-scale-deployment

UpdatedApr 12, 2024
Jupyter Notebook

modzy /sdk-javascript

The official JavaScript SDK for the Modzy Machine Learning Operations (MLOps) Platform.

javascript kubernetes machine-learning microservices api-client api-rest model-serving explainable-ai production-machine-learning ai-security mlops drift-detection machine-learning-operations

UpdatedSep 22, 2022
TypeScript

openlayer-ai /openlayer-python

The official Python library for Openlayer, the Continuous Model Improvement Platform for AI. 📈

machine-learning ai tensorflow ml unbox model-deployment ml-infrastructure synthetic-dataset-generation openlayer data-centric mlops machine-learning-operations model-explainability

UpdatedDec 17, 2025
Python

JuliaAI /MLJFlow.jl

Connecting MLJ and MLFlow

data-science machine-learning statistics julia mlops mlflow machine-learning-operations mlj machine-learning-ops

UpdatedNov 6, 2025
Julia

modzy /sdk-java

The official Java library for the Modzy Machine Learning Operations (MLOps) Platform

java docker kubernetes machine-learning microservices api-client explainable-ai production-machine-learning ai-security mlops drift-detection machine-learning-operations

UpdatedDec 14, 2021
Java

modzy /sdk-go

The Golang library for Modzy Machine Learning Operations (MLOps) Platform

docker kubernetes golang microservices api-client model-serving serving explainable-ai production-machine-learning ai-security mlops drift-detection machine-learning-operations api-client-go

UpdatedDec 14, 2021
Go

Hassi34 /COVID-19-chest-X-ray-image-classification

This project contains the production-ready Machine Learning solution for detecting and classifying Covid-19, Viral disease, and No disease in posteroanterior and anteroposterior views of chest x-ray

data-science machine-learning circleci ai tensorflow gcp cloud-computing machinelearning cicd aiops mlops mlflow mlflow-tracking-server fastapi machine-learning-operations industry-standard-practices experiments-tracking dvc-pipeline dagshub

UpdatedMar 31, 2023
Python

neuro-inc /apolo-extras

Curated set of MLOps tools to work with the Neu.ro MLOps platform

neuro mlops machine-learning-operations

UpdatedDec 17, 2025
Python

kostaleonard /mlops

A framework for conducting MLOps.

machine-learning deep-learning machine-learning-operations

UpdatedApr 16, 2022
Python

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