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Projects in Awesome Lists tagged with mlops-project

A curated list of projects in awesome lists tagged with mlops-project .

https://github.com/azure/mlops-v2

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 12 Apr 2025

https://github.com/azure/mlops-templates

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azureml deep-learning machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 15 May 2025

https://github.com/Azure/mlops-templates

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azureml deep-learning machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 26 Mar 2025

https://github.com/nathadriele/machine-learning-zoomcamp

The Machine Learning Zoomcamp teaches foundational and advanced ML concepts using tools like NumPy, Pandas, Scikit-Learn, TensorFlow, XGBoost, Flask, Docker, AWS, Kubernetes, and KServe. It covers regression, classification, evaluation metrics, neural networks, deployment strategies, and end-to-end projects to bridge theory and practice.

aws classification deployment docker flask kserve kubernetes metrics metrics-visualization mlops-project neural-networks numpy pandas scikit-learn tensorflow xgboost

Last synced: 20 Jun 2025

https://github.com/chandru-21/mlops_project

An end-to-end MLOps pipeline(CI/CD/CT/CM) project for training, versioning, deploying, and monitoring machine learning models using FastAPI, Kubernetes, MLflow, DVC, Prometheus, and Grafana.

aws cicd data-science docker dvc evidentlyai fastapi github-actions grafana grafana-dashboard kubernetes machine-learning mlops mlops-community mlops-project mlops-template prometheus

Last synced: 24 Sep 2025

https://github.com/eziodevio/mlops

MLOps deploying house estimate model

flask-application mlops mlops-project mlops-workflow

Last synced: 28 Dec 2025

https://github.com/tph-kds/anomaly_detection_in_transactions

This project aims to detect fraudulent transactions by leveraging machine learning-based anomaly detection techniques, and to develop an automated system that can monitor transactions in real-time, identify anomalies, and flag potential fraudulent transactions for further investigation.

anomaly-detection deep-learning machine-learning mlops mlops-community mlops-project tutorials

Last synced: 11 Feb 2026

https://github.com/neemiasbsilva/kedro_orchestrate_dl_transformer_arch

A pipeline using Kedro to orchestrate the deployment of a deep learning transformer model for classifying toxic comments. This project integrates data preprocessing, model training, and deployment into a streamlined and reproducible workflow, enabling efficient handling of the toxic comment classification problem in NLP.

deep-learning fastapi grafana kedro mlflow mlops-project mlops-workflow nlp prometheus

Last synced: 17 Feb 2026

https://github.com/abhi227070/ml-model-deployment-in-aws

This project deploys a diabetes prediction model on AWS using MLOps principles. It features a Flask-based UI for user interaction and utilizes CI/CD pipelines for automated deployment. By leveraging AWS infrastructure, the project ensures scalability, version control, and monitoring of the deployed model.

aws-deployment aws-ec2 flask-application machine-learning machine-learning-algorithms mlops mlops-project mlops-workflow python3

Last synced: 29 Jan 2026

https://github.com/bhavik-jikadara/student-performance

This project understands how the student's performance (test scores) is affected by other variables such as Gender, Ethnicity, Parental level of education, Lunch and Test preparation course.

data-science endtoendpipeline machine-learning mlops mlops-project

Last synced: 12 Aug 2025

https://github.com/dataforgeopenaihub/mlops-credit-card-fraud-detection-end-to-end

End to End Machine Learning MLOps Project for Credit Card Fraud Detection using Ensemble Models, Data and Model Versioning through DVC, Github Actions, and Deployment

aws-lambda credit-risk data-pipelines dvc-pipeline fastapi github-actions google-drive-api machine-learning mlops-project mlops-workflow python

Last synced: 14 Feb 2026

https://github.com/namansnghl/world-econ-growth-forecast

Forecasting GDP for IMF member countries (End-to-End Data Engg + ML on GCP)

airflow cicd-pipeline docker-compose gcp mlflow mlops-project tensorflow

Last synced: 04 Jan 2026

https://github.com/izam-mohammed/customer-satisfaction-mlops

A repository for Customer Satisfaction ML project 🚀. Using the power of Zenml, this repo ensures seamless integration of Machine Learning Operations.🤖

machine-learning ml mlops mlops-project zenml

Last synced: 26 Feb 2025

https://github.com/mohitgupta0123/fraud_detection_mlops

End-to-end Fraud Detection MLOps pipeline integrating MLflow, FastAPI, Streamlit, Docker, Kubernetes, Prometheus, and Grafana for real-time fraud prediction, experiment tracking, and monitoring.

anomaly-detection docker end-to-end-pipeline fastapi fraud-detection grafana imbalanced-data kubernetes machine-learning mlflow mlops-project prometheus python streamlit

Last synced: 11 Apr 2026

https://github.com/lahdhirim/cv-human-pose-classifier-vit-aws

Human Pose Classifier using Vision Transformers (ViT) – end-to-end pipeline for preprocessing, training, testing, and deploying models with FastAPI/Streamlit and AWS integration.

amazon-web-services computer-vision deep-learning deployment ec2-instances fastapi fine-tuning huggingface human-pose human-pose-estimation inference mlops-project s3-storage streamlit visual-transformer

Last synced: 06 May 2026

https://github.com/msparihar/kidney-disease-prediction

This web application utilizes cutting-edge artificial intelligence to help people understand their risk of developing kidney disease. Developed with user-friendliness in mind, this tool allows individuals to easily enter their information and receive a personalized risk assessment.

classification computer-vision mlops-project python tensorflow

Last synced: 13 Apr 2026

https://github.com/robinmillford/reddit-content-classifier

This repository contains the source code for a complete, end-to-end MLOps project that automatically trains, evaluates, and deploys a machine learning model to classify Reddit content as Safe-For-Work (SFW) or Not-Safe-For-Work (NSFW).

content-classification end-to-end-machine-learning mlops-project mlops-workflow nsfw reddit-api

Last synced: 07 Sep 2025

https://github.com/zamb0/zenml-mlflow

A project to explore and learn about ZenML and mlflow using the hymenoptera dataset from PyTorch

mlflow mlops mlops-project pytorch zenml

Last synced: 06 May 2026

https://github.com/codeofrahul/us_visa_approval_prediction_mlops

This project implements an end-to-end Machine Learning Operations (MLOps) pipeline to predict the approval status of US visa applications. By leveraging a comprehensive dataset containing various applicant and job-related features, I aim to build a robust model capable of accurately predicting whether a visa application will be certified or denied.

cicd-pipeline machinelearning mlops-project mlops-workflow predictive-analysis

Last synced: 25 Mar 2025

https://github.com/danyquetzal/azure-ml-previsao-vendas-regressao-linear

🌡️ Predict ice cream sales using linear regression with Azure ML, optimizing production based on daily temperature for improved stock management.

azure azure-devops cloud machine-learning machinelearning-python mlops mlops-cloud mlops-project mlops-workflow

Last synced: 07 May 2026

https://github.com/sadhiin/nyc-uber-fare-rate

This project aims to predict fare rates for Uber transactions in New York City. By leveraging historical trip data, we intend to develop a model that accurately estimates fare prices for future rides.

machine-learning mlops-project python regression-models

Last synced: 30 Apr 2026

https://github.com/mr-ravin/auto_mlflow

Auto MLFlow is an open-source automated MLOps library for MLFlow in Python. While MLFlow provides a UI for tracking experiments, Auto MLFlow automates and simplifies the logging process, reducing manual effort and ensuring seamless integration with ML workflows.

architecture auto-mlflow automation deep-learning deployment mlflow mlflow-projects mlops mlops-project

Last synced: 14 Jan 2026

https://github.com/jcm-ai/robust-mlops-elevating-machine-learning-to-production-scale

This project aims to address the challenge faced by the Office of Foreign Labor Certification in managing a high volume of job certification applications for employers seeking to hire foreign workers in the United States. By leveraging ML models, this project seeks to streamline the process of shortlisting visa applicants based on historical data.

aws-ec2 aws-ecr aws-s3 cicd-pipeline data-science docker-image end-to-end exploratory-data-analysis git github-actions html machine-learning-models mlops mlops-project model-deployment mongodb numpy pandas python yaml

Last synced: 09 Apr 2026

https://github.com/0upjh80d/mlops-project-template

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 03 Mar 2025

https://github.com/jibanul/subjectgen-flux

Full-stack app for generating subject-specific images using FLUX, with a FastAPI backend and a Vite + React + Tailwind frontend.

backend-api flux generative-ai mlops-project subject-driven-generation

Last synced: 28 Jun 2025

https://github.com/0upjh80d/mlops-v2

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 21 May 2026

https://github.com/abhi227070/cicd-model-deployement-aws

A FastAPI service that predicts restaurant tips using a machine learning model. Deployed on AWS EC2 with Docker and CI/CD via GitHub Actions.

aws awsec2 cicd fastapi machine-learning machine-learning-algorithms mlops mlops-project mlops-template mlops-workflow python rest-api

Last synced: 02 May 2026

https://github.com/jcm-ai/Robust-MLOps-Elevating-Machine-Learning-to-Production-Scale

This project aims to address the challenge faced by the Office of Foreign Labor Certification in managing a high volume of job certification applications for employers seeking to hire foreign workers in the United States. By leveraging ML models, this project seeks to streamline the process of shortlisting visa applicants based on historical data.

aws-ec2 aws-ecr aws-s3 cicd-pipeline data-science docker-image end-to-end exploratory-data-analysis git github-actions html machine-learning-models mlops mlops-project model-deployment mongodb numpy pandas python yaml

Last synced: 09 Aug 2025

https://github.com/abhi227070/mlops-workflow-automating-model-training-deployment

Car Price Prediction using ML Ops is a project that leverages machine learning to predict used car prices, focusing on automating the entire ML workflow with ML Ops principles for efficient data processing, model training, and deployment.

docker jupyter-notebook machine-learning machine-learning-algorithms machinelearning-python mlflow mlops mlops-project mlops-template python

Last synced: 10 Apr 2026

https://github.com/dona-eric/demande-energetique

Données annuelles sur l'électricité Les dernières données annuelles d'Ember sur la production d'électricité, la capacité, les émissions et la demande dans plus de 200 zones géographiques.Electricity domestic consumption Global electricity consumption, spurred by China and India, grew by 2.6% in 2023.

africa data-science demande-energie electricity energy-consumption energy-data energy-management mlops-project mlops-workflow

Last synced: 23 Feb 2026

https://github.com/shivasairam1706/mlops-project1

End-to-end ML-Ops project using PySpark and AWS, covering environment setup, model training, deployment with data capture, execution, and analysis. CI/CD pipelines (AWS CodePipeline) and monitoring (CloudWatch) ensure automated deployment, performance tracking, and model retraining for production-ready ML solutions.

aws aws-lambda aws-s3 data-engineering data-science data-visualization delta-lake docker forcasting mlops-project pyspark unix-shell

Last synced: 20 May 2026

https://github.com/taymesmaee/anomaly-detection-in-transactions

Anomaly detection in transactions means identifying unusual or unexpected patterns within transactions or related activities. These patterns, known as anomalies or outliers, deviate significantly from the expected norm and could indicate irregular or fraudulent behaviour.

anomaly-detection autoencoder credit-card credit-card-fraud data-science-portfolio isolation-forest machine-learning matplotlib mlops-project pandas predictive-analytics python tensorflow tutorials

Last synced: 19 Oct 2025

https://github.com/mahdikhashan/tu-wien-machine-learning-operation

TU Wien Machine Learning Operation (194.182) Course Project

ai machine-learning metaflow mlflow mlops-project

Last synced: 06 Mar 2026

https://github.com/0upjh80d/mlops-templates

Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.

azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow

Last synced: 19 May 2026