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Projects in Awesome Lists tagged with mlops-workflow

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

https://github.com/mlrun/mlrun

MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.

data-engineering data-science experiment-tracking kubernetes machine-learning mlops mlops-workflow model-serving python workflow

Last synced: 18 Feb 2026

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/khuyentran1401/reproducible-data-science

Tutorials on creating a reproducible and maintainable data science project

data-science machine-learning mlops mlops-workflow python

Last synced: 13 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/kingabzpro/cicd-for-machine-learning

A beginner's project on automating the training, evaluation, versioning, and deployment of models using GitHub Actions.

ci-cd cml guide hugging-face machine-learning mlops mlops-workflow

Last synced: 23 Apr 2025

https://github.com/the-full-stack/fsdl-text-recognizer-2022

Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022-labs

deep-learning deep-neural-networks machine-learning mlops mlops-community mlops-workflow

Last synced: 19 Jul 2025

https://github.com/azure/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-template mlops-workflow

Last synced: 20 Oct 2025

https://github.com/flyingriverhorse/skyulf

Build and ship production ML pipelines faster: a pipeline library with an optional self-hosted visual layer for modular, reproducible workflows, local testing, and experiment tracking.

celery data-orchestration deep-learning docker-compose experiment-tracking feature-engineering-python local-first low-code machine-learning ml-pipeline ml-platform-workflow mlops mlops-workflow model-deployment model-registry privacy-first react redis self-hosted visual-programming

Last synced: 25 Apr 2026

https://github.com/aws-solutions-library-samples/guidance-for-machine-learning-inference-on-aws

This Guidance demonstrates how to deploy a machine learning inference architecture on Amazon Elastic Kubernetes Service (Amazon EKS). It addresses the basic implementation requirements as well as ways you can pack thousands of unique PyTorch deep learning (DL) models into a scalable architecture and evaluate performance

do-framework eks-cluster graviton3 inferentia ml mlops-workflow

Last synced: 14 Oct 2025

https://github.com/astronomer/astro-provider-ray

This provider contains operators, decorators and triggers to send a ray job from an airflow task

apache-airflow dags mlops-workflow mlpipelines workflow

Last synced: 06 Jul 2025

https://github.com/nneji123/media-recommendation-engine

A Recommendation Engine API that can be used to recommend movies, music, games, manga, anime, comics, tv shows and books. Deployed using an AWS EC2 instance.

api application docker docker-compose fastapi frontend machine-learning mlops mlops-workflow pandas python recommendation-engine streamlit

Last synced: 06 May 2025

https://github.com/tezansahu/dvc-pycaret-fastapi-demo

Repository for the Demo of using DVC with PyCaret & MLOps (DVC Office Hours - 20th Jan, 2022)

data-science demo deployment dvc fastapi machine-learning mlops-workflow pycaret

Last synced: 26 Dec 2025

https://github.com/nsakki55/prefect-ml-workflow

Example of how to build machine learning training workflow on AWS by Prefect

aws machine-learning mlops mlops-workflow prefect

Last synced: 15 Apr 2025

https://github.com/labrijisaad/kedro-energy-forecasting-machine-learning-pipeline

This repo showcases a project that transforms ML model training into a simplified, production-ready Kedro Dockerized Pipeline. It emphasizes best MLOps practices, enabling easy training, evaluation, and deployment of models, including XGBoost, LightGBM and Random Forest, with built-in visualization and logging features for effective monitoring.

cicd docker docker-volume github-actions jupyter-notebook kedro kedro-docker lightgbm machine-learning-pipeline mlops mlops-workflow random-forest xgboost

Last synced: 10 Mar 2026

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/rauhanahmed/store-sales-forecasting

End-to-End Python based ML project focusing on forecasting multiple multivariate time series with production grade deployment techniques.

darts docker dockerhub dvc fastapi git github github-actions machine-learning mlops-workflow multiple-time-series multivariate-timeseries python python3 time-series webhook

Last synced: 08 Jun 2026

https://github.com/thenewflesh/hidebound

Hidebound is massive, distributed digital asset management system for ML pipelines on Kubernetes

asset-management computer-vision data-science machine-learning mlops mlops-workflow vfx vfx-pipeline

Last synced: 19 Mar 2025

https://github.com/galois1915/google-ml-engineer

This program provides the skills you need to advance your career and provides training to support your preparation for the industry-recognized Google Cloud Professional Machine Learning Engineer certification.

api automl bigquery keras mlops-workflow tensorflow2 vertex-ai

Last synced: 16 Feb 2026

https://github.com/yotamaflalo/mlops-telechurnpredictor

This repo was created for an intermediate project in the MLOPS course of Naya College. The goal of the project is to establish an abandonment prediction mechanism, with the possibility of API and batch prediction. The project has a CI-CD procedure, monitoring, a grafana dashboard, and more.

beam fastapi grafana mlops mlops-workflow postgresql prometheus

Last synced: 23 Aug 2025

https://github.com/vortico/mlops-course

Course materials for MLOps, focusing on deploying and managing ML systems in production.

flama machine-learning mlops mlops-workflow

Last synced: 07 Mar 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/alexandregazagnes/scikit-res

Very Basic package to store results of ML models Grid search results are hard to exploit. This package aims to store them in a more convenient way.

data machine-learning mlops mlops-workflow results scikit-learn

Last synced: 20 Jan 2026

https://github.com/dark-art108/gcp-mlops-pipeline

This Repository contains notebook,scripts and files for building MLops Pipeline in GCP Cloud. ☁️☁️

classification gcp kubernetes mlops-workflow python

Last synced: 02 May 2025

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/jagtaprathmesh19/Credit-Card-Default-Prediction-ML-Project

Complete Machine learning python flask application for credit Card default Prediction. Features with modular, functional, and object oriented programming.

aws aws-ec2 flask flask-application html-css-javascript mlops mlops-workflow python software-architecture software-development website

Last synced: 31 Jul 2025

https://github.com/ajithvcoder/tsai-emlo-4.0

Contains solutoins for assignments and learning notes from Extensive Machine Learning Operations course of The School of AI

aws aws-cdk aws-ec2 aws-ecr aws-lambda ci-cd cml dvc-pipeline github-actions gpu-instancing gradio litserve llm-serving mlops mlops-workflow pytorch-lightning torch torchscript torchserve

Last synced: 10 Feb 2026

https://github.com/praveen1664/sagemaker-run-notebook

The repo contains the necessary code for AWS pagemaker instances which can be versioned in GitHub & code commit

machine-learning mlops-workflow python3 sagemaker shell

Last synced: 19 May 2026

https://github.com/2003harsh/house-price-prediction-using-machine-learning

This project features a web app that predicts house prices using a linear regression model. Users can input details like location, square footage, bathrooms, and bedrooms through an HTML form. I've added a CI/CD pipeline with GitHub Actions, unit testing with pytest, and automated Docker containerization to improve deployment and robustness.

ci-cd data-analysis docker-image flask linear-regression machine-learning matplotlib mlops-workflow requests scikit-learn

Last synced: 04 Jan 2026

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/shubhamprajapati7748/end-to-end-heart-disease-prediction

Explore a modular, end-to-end solution for heart disease prediction in this repository. From problem definition to model evaluation, dive into detailed exploratory data analysis. Experience seamless integration with MLOps tools like DVC, MLflow, and Docker for enhanced workflow and reproducibility.

diabetes-prediction end-to-end-machine-learning machine-learning mlops-workflow

Last synced: 23 Jul 2025

https://github.com/newking9088/real_estate_cost_estimation_and_property_recommendation

We've developed an intelligent real estate recommendation engine that achieves 95% accuracy in price predictions while personalizing property suggestions to individual preferences. By implementing the KNN algorithm, our system analyzes thousands of historical transactions to determine recommendation properties

automated-machine-learning descriptive-analysis descriptive-statistics mlops-workflow predictive-modeling recommender-system

Last synced: 21 Apr 2025

https://github.com/ssandra102/car_sales_data_science_workflow

End to End Data science workflow for Car Price prediction

dagshub data-science mlflow mlflow-sklearn mlops-workflow

Last synced: 15 May 2026

https://github.com/rahimizadeh/prediction-api-with-flask-and-mlflow

An end-to-end machine learning project demonstrating model lifecycle management with MLflow and production deployment using Flask.

flask machine-learning mlflow mlops-workflow python random-forest-regression rest-api scikit-learn

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/anas727189/automl-mlops

AutoML-MLOps is a comprehensive platform that simplifies the machine learning workflow by automating model development, training, and deployment. With features like real-time dashboards, interactive data visualization, and automated target selection, it enables both beginners and experienced data scientists to save time and improve model accuracy.

ag-grid-react automl graphana h2oai ml mlops mlops-workflow model-training-and-evaluation nextjs nodejs python python3 reactjs recharts-js shadcn-ui tailwindcss typescript

Last synced: 06 Apr 2026

https://github.com/samdewriter/abhypothesistesting-adcampaignperformance

The focus of the project is A/B testing. A/B testing is a user experience research methodolgy. In this project, we used the data provided by Smart Ad to carry out A/B testing to analyse how customers engaged with an advert released by the company.

ab-testing analytics machine-learning mlops-workflow

Last synced: 28 Oct 2025

https://github.com/eziodevio/mlops-heart-disease-model

This project showcases the concept of MLOps using a CI/CD pipeline, from gathering data, splitting the data, training the model, to building and deploying an application that provides predictions.

flask-application machine-learning mlops mlops-ci-cd mlops-workflow

Last synced: 16 Apr 2026

https://github.com/blacksujit/shikshamitra

Shiksha Mitra is an innovative MVP designed to reshape the way students learn through gamification. Our platform transforms the traditional approach to education by making learning engaging, interactive, and rewarding. As an MVP, Shiksha Mitra focuses on delivering core features that showcase the value of gamified learning,

ai data gamified-learning hackathon lms ml mlflow mlops mlops-workflow mvp pipeline platforn

Last synced: 28 Feb 2026

https://github.com/pyladiesams/mlops-event-feb2023

MLOps talks - joint effort with Amsterdam MLOps.community

mlops mlops-community mlops-team mlops-template mlops-workflow

Last synced: 19 Mar 2026

https://github.com/microsoftcloudessentials-learninghub/genaiopsmaturitylevels

This demonstrates how to manage LLMs using Microsoft Azure GenAIOps. For official guidance, support, or more detailed information, please refer to Microsoft's official documentation or contact Microsoft directly.

ai ai-use-cases-strategy azure-ai genaiops llm maturity-development maturity-model mlops mlops-workflow ops

Last synced: 03 Mar 2026

https://github.com/waddafunk/containerized_ml

Template to dockerize a Tensorflow algorithm and serve its predictions as an API using Flask

mlops mlops-community mlops-workflow tensorflow

Last synced: 18 Apr 2026

https://github.com/vishnikhil01/us_visa_approval_prediction

An end-to-end machine learning project to predict US visa approval status using real-time data. The project streamlines the screening of over 2 million visa applications for the OFLC by automating workflows with MLOps practices. It features data ingestion, EDA, feature engineering, model training (KNN, XGBoost, Random Forest)

aws-ec2 docker eda machine-learning mlops mlops-workflow

Last synced: 25 Apr 2026

https://github.com/ak-pydev/python_practice

Documenting my learning journey from python -> ML -> DL -> LLM/GenAI -> Agents exercises solved daily from Udemy/Kaggle/YouTube.

data-analysis data-science feature-engineering llms machine-learning mlflow mlops-workflow modeling python3 streamlit uvicorn

Last synced: 20 Apr 2026

https://github.com/harshgeek4coder/workspace_labs

Workspace_Labs - ML Ops Inspired Lite Web Application

mlops-workflow pyrebase real-time-tracking workspaces

Last synced: 20 Jan 2026

https://github.com/j0hn-b/hera_argo

Hera is a Python framework for constructing and submitting Argo Workflows.

argo-workflows devbox developer-tools hera kubernetes machine-learning mlops mlops-workflow nixos nixpkgs python

Last synced: 13 Apr 2026

https://github.com/peeti-sriwongsanguan/cicd-mlops-timeseries-walmart

END-to-END MLOps CICD pipeline using MLflow for model tracking and experimenting and Amazon S3 for storing model artifacts.

arima-model ci-cd end-to-end-testing lstm-neural-networks mlops-workflow sarima-model xgboost-model

Last synced: 06 Jun 2026

https://github.com/arthurcornelio88/dataops_pipeline

⚙️ Data Engineering pipeline for the MLOps workflow. Automates ETL and feature engineering with Airflow on GCP/BigQuery.

airflow bigquery data-engineering dataops gcp mlops mlops-workflow

Last synced: 05 Oct 2025

https://github.com/siddhantprateek/bitrac-rag

This is a production-ready applications using RAG-based Language Model.

llm mlops mlops-workflow rag rag-pipeline

Last synced: 10 Apr 2025

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/cr21/docker-inference-pytorch

Docker Image Build optimization

docker mlops mlops-workflow pytorch

Last synced: 01 May 2026

https://github.com/victoralfred/whatifd

whatif is an open experiment runner for LLM behavior changes. whatif forks production traces, replays them with a proposed change (cached tool outputs preserve safety), scores the diff, and emits a PR-ready verdict report

ai aiops genai llm llm-observability llmops llms mlops mlops-workflow open-source prompt-engineering

Last synced: 18 May 2026

https://github.com/jagtaprathmesh19/credit-card-default-prediction-ml-project

Complete Machine learning python flask application for credit Card default Prediction. Features with modular, functional, and object oriented programming.

aws aws-ec2 flask flask-application html-css-javascript mlops mlops-workflow python software-architecture software-development website

Last synced: 11 Apr 2026

https://github.com/nsgowebjavaprog/github-action-with-cicd-pipeline---mlops

GitHub Actions is a continuous integration and continuous delivery [CI/CD] platform that allows you to automate your build, test, and deployment pipeline. You can create workflows that build and test every pull request to your repository, or deploy merged pull requests to production.

ci-cd mlops mlops-environment mlops-workflow more python3 testing-tool yml-files

Last synced: 19 Jul 2025

https://github.com/fosetorico/tomato_disease_classification

End-to-End Project for the Classification of Tomato Blight Disease using cutting-edge convolution neural networks (CNN) and leveraging the power of VGG19 model as a transfer model.

cicd cnn-classification computer-vision convolutional-neural-networks deep-learning docker dvc-pipeline flask keras mlops-workflow python3 tensorflow transfer-learning vgg19

Last synced: 07 Apr 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/cr21/docker-training-pytorch

Docker-Compose Pytorch Training

docker docker-compose mlops mlops-workflow pytorch

Last synced: 04 May 2026

https://github.com/peeti-sriwongsanguan/mlops-timeseries-walmart

An end-to-end machine learning (mlops) project using walmart dataset

docker mac macine-learning mlops-workflow silicon time-series-analysis walmart

Last synced: 05 May 2026

https://github.com/noorulhudaajmal/price-predictor

End-to-end house price prediction project using MLOps

house-price-prediction mlflow mlops mlops-workflow

Last synced: 03 Apr 2025

https://github.com/essogbe/hackathon-ai4ckd

AI-powered system for predicting chronic kidney disease stages from clinical data, with model monitoring, explainability, and a FastAPI interface.

ci-cd cloudrun fastapi machine-learning medicare mlflow mlops-workflow

Last synced: 16 May 2026

https://github.com/sudhanshugulhane/smoking-history-predictor

An end-to-end MLOps pipeline for predicting smoking history using medical data. Built with PyTorch for deep learning, Flask for API deployment, and Docker & Azure for cloud deployment. Features include automated data preprocessing, containerization, CI/CD with GitHub Actions, and cloud hosting on Azure Container Instances (ACI).

flask-application mlops mlops-workflow neural-networks

Last synced: 17 Mar 2025

https://github.com/mwasifanwar/automl_framework

Comprehensive AutoML framework that automates data preprocessing, feature engineering, model selection, hyperparameter tuning, and deployment. Features neural architecture search and automated data cleaning pipelines.

automl automl-algorithms data-science data-science-projects feature-engineering feature-engineering-algorithm feature-engineering-ml hyperparameter-optimization machine-learning machine-learning-algorithms machine-learning-models mlops mlops-workflow python scikit-learn scikit-learn-python

Last synced: 07 May 2026

https://github.com/sayamalt/airline-passenger-satisfaction-classification

Successfully developed a machine learning model to predict Airline Passenger Satisfaction by building an end-to-end MLOps pipeline. It integrates DVC for data versioning, a Dockerfile for containerization, and CI/CD using GitHub Actions for automated deployment.

azure-web-app-service ci-cd-pipeline classification docker-container dvc-pipeline experiment-tracking exploratory-data-analysis feature-engineering github-actions hyperparameter-tuning machine-learning mlflow mlflow-tracking mlops-workflow model-registry model-training-and-evaluation model-versioning optuna scikit-learn

Last synced: 16 Apr 2026

https://github.com/coretex-ai/coretex-vscode-extension

Coretex extension for VS Code, facilitating easier dev workflow by automating MLOps directly in your favorite IDE.

artificial-intelligence data-engineering data-science machine-learning ml mlops mlops-environment mlops-workflow

Last synced: 18 Jan 2026

https://github.com/cr21/dvc-pytorch-lightning-mlops

Data Version Control (DVC) , Hydra, Pytorch Lightning Integration MLOPS

cicd data-version-control dvc hydra mlops-workflow pytorch-lightning

Last synced: 04 Apr 2025

https://github.com/adilsaid64/real-time-data-monitoring

Exploring what a real-time data drift monitoring solution could look like within MLOps

data datadrift grafana machine-learning mlops mlops-workflow prometheus python software-engineering

Last synced: 04 Aug 2025

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: 12 Jun 2026

https://github.com/moizeali/student-exam-performance-predictor

An End-to-End MLOps implementation for predicting student exam performance using machine learning. Features automated pipelines for data ingestion, model training, and a Flask-based web interface for predictions.

data-science flask machine-learning mlops mlops-workflow prediction-model python vercel vercel-deployment

Last synced: 10 Feb 2026

https://github.com/mariostacksnqueues/us-collisions-2016-2023-forecasting-collision-trends

Time-series forecasting of US traffic accidents (7.7M rows) with deep learning

deep-learning forecasting kaggle mlops-workflow pytorch streamlit time-series

Last synced: 11 Apr 2026

https://github.com/gurupatil0003/algorithm

Clustering techniques like K-Means, EM Algorithm, and Apriori are widely used in data analysis for various purposes. K-Means is commonly used for customer segmentation, where it groups customers with similar behaviors or characteristics.

github ml mlops-workflow mongodb

Last synced: 04 Feb 2026

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/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