mlops-project

There are 11 repositories under mlops-project topic.

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-workflow mlops-environment mlops-template mlops-project
Language:Shell 595
pradiator / mlops-project
awsecs docker dvc evidentlyai fastapi mlflow mlops mlops-project ai data-science machine-learning machinelearning mlops-workflow
Language:HTML 154
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
Language:Python 137
Harly-1506 / MLOps-Recommendation
End to end machine leanring project: This repository serves as a simplified guide to help you grasp the fundamentals of MLOps.
azure-web-app-service docker end-to-end-machine-learning github-actions mlops-project mlops-workflow recommendation-system
Language:Python 28
Jithsaavvy / Deploying-an-end-to-end-keyword-spotting-model-into-cloud-server-by-integrating-CI-CD-pipeline
The project is a concoction of research (audio signal processing, keyword spotting, ASR), development (audio data processing, deep neural network training, evaluation) and deployment (building model artifacts, web app development, docker, cloud PaaS) by integrating CI/CD pipelines with automated tests and releases.
asr ci-cd cnn-lstm-models deep-neural-networks deeplearning docker dockercontainers flask github-actions heroku-deployment kws mlflow mlops mlops-project mlops-workflow python3 tensorflow2
Language:PureBasic 23
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 prometheus mlops-community mlops-project mlops-template
Language:Python 22
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 neural-networks numpy pandas scikit-learn tensorflow xgboost mlops-project metrics-visualization
Language:Jupyter Notebook 21
praj2408 / Consignment-Pricing-using-MLOps-DVC
Consignment-Price Prediction project aims to develop a machine learning model that can accurately predict the price of consignment items based on various features and variables
consignment logistics mlops-project prediction-model shipment
Language:Jupyter Notebook 14
EzioDEVio / MLOps
MLOps deploying house estimate model
flask-application mlops mlops-project mlops-workflow
Language:HTML 12
Philippos01 / mlops-energy-forecast-thesis
Automated pipeline for energy consumption forecasting across Europe using Azure cloud and Databricks.
azure-databricks cloud-computing energy-consumption mlops-project timeseries-forecasting python-spark
Language:Python 11
Praveen76 / MLOps-Mini-Projects
Explore MLOps excellence! This repository curates mini-projects demonstrating ML deployment, NLP, and Deep Learning. Discover CI/CD/CT pipelines, best practices, and dive into practical MLOps insights. Elevate your skills in deploying and managing cutting-edge machine learning applications.
mlops mlops-project mlops-workflow
10
praj2408 / Predictive-Maintenance-System-Monitoring
Predictive maintenance can help companies minimize downtime, reduce repair costs, and improve operational efficiency. Developing a web application for predictive maintenance can provide users with real-time insights into equipment performance, enabling proactive maintenance, and reducing unplanned downtime.
docker dvc eda mlflow mlops-project predictive-maintenance regression streamlit
Language:Jupyter Notebook 9
manhph2211 / ML-Pipeline
This repo shows how to implement a simple image generation app that uses Jax-Implementation of a conditional VAE, Jax, fastapi, docker, streamlit, heroku, ec2, and cloudflare :smiley:
fastapi heroku image-generation jax streamlit vae play-with-jax generative-models jax-implementation mlops-project mlopsvn ml-deployment
Language:Jupyter Notebook 6
abrahamkoloboe27 / Demo-CICD-With-Github-Actions-ATUT-SN
CI/CD ( Continous Deploy) With Github Actions, Docker & Docker Compose
container-registry docker docker-compose docker-container docker-image api cicd classification continuous-delivery continuous-deployment continuous-integration mlops mlops-project mlops-workflow python vuejs bash bash-scripting
Language:Vue 5
faizan1234567 / sentence-classification
Implementation of classification of grammatically correct sentences and wrong sentences, and integration of MLOps tools.
deep-learning machine-learning mlops mlops-project nlp pytorch-lightning sentence-classification
Language:Jupyter Notebook 5
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 ec2-instances huggingface human-pose s3-storage streamlit visual-transformer fine-tuning human-pose-estimation deployment fastapi inference mlops-project
Language:Python 4
msinha251 / Udacity_MLDevops_C3_Project
Udacity NanoDegree Course 3 Project "Deploying a Machine Learning Model on Heroku with FastAPI"
mlops mlops-project udacity-nanodegree
Language:Jupyter Notebook 4
Sengarofficial / Predictive_Maintenance_With_MLops
Aircraft components are susceptible to degradation, which affects directly their reliability and performance. This machine learning project will be directed to provide a framework for predicting the aircraft’s remaining useful life (RUL) based on the entire life cycle data in order to provide the necessary maintenance behavior.
css dagshub data-science flask javascript machine-learning mlflow mlops mlops-project mlops-workflow numpy pandas python
Language:CSS 4
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
credit-risk data-pipelines dvc-pipeline github-actions google-drive-api machine-learning mlops-project mlops-workflow python aws-lambda fastapi
Language:Jupyter Notebook 3
Lahdhirim / NLP-sentiment-classification-aws
A complete pipeline for sentiment analysis using Hugging Face Transformers and AWS services. The model can be run on both Streamlit Share Server and AWS (using S3 for storage and EC2 for deployment). This repository covers data preprocessing, model training, evaluation, and accurate sentiment prediction on reviews.
aws-ec2 aws-s3 bert-model classification encoder-model mlops-project transformers fastapi streamlit-webapp
Language:Python 3
RideneFiras / QosMLOPS
5g-networks ai data-science docker elasticsearch explainable-ai explainable-ai-shap fastapi gpt-4 mlflow mlops mlops-project python qos-prediction shap sklearn
Language:HTML 3
Shuyib / mawingu-experiments
Handbook for putting applications in the cloud referencing DS and ML paradigms.
continuous-delivery data-science docker fullstack-datascientist k8s kubernetes ml-engineering-for-production mlops mlops-project mlops-workflow
Language:Jupyter Notebook 3
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
Language:Jupyter Notebook 3
22922511 / House_price_prediction
A full-stack machine learning project that predicts house prices in Bangalore based on user inputs like location, BHK, bathrooms, and total square feet.
ai docker fastapi ml mlops mlops-project
Language:Jupyter Notebook 2
ML-Model-Deployment-in-AWS
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
Language:HTML 2
Aly-EL-Badry / Flight-Delay-Prediction-System
A Machine Learning System that work on prediciton of flight Delay to take action Based on it
ai cicd datapipelines deep-learning deploy flyio githubactions machine-learning mlflow mlops mlops-project modeling time-series workflow zenml
Language:Jupyter Notebook 2
AnasAber / MLflow_with_RAG
Using MLflow to deploy your RAG pipeline, using LLamaIndex, Langchain and Ollama/HuggingfaceLLMs/Groq
evaluation-metrics mlflow mlflow-projects mlflow-tracking mlflow-tracking-server mlflow-ui mlops mlops-template rag rag-evaluation rag-pipeline llamaindex llamaindex-rag cicd deployment mlops-project mlflow-deployement
Language:Python 2
batxes / MLOPS-Drought-predictor-project
Complete end-to-end MLOps implementation for training, maintaining and monitoring a machine learning model that predicts droughts.
docker flask grafana machine-learning mlflow mlops-project prefect prometheus
Language:Jupyter Notebook 2
mlops-threats
bhnum / mlops-threats
An application for violent threat detection
docker docker-compose grafana grafana-dashboard logging mlops mlops-project mlops-workflow monitoring ops prefect prometheus swagger minimal-ui machine-learning ui streamlit
Language:Python 2
Danselem / weather_health
An MLOps project for predicting illnesses based on weather conditions
dvc-for-data-science machine-learning mlops-project orchestration zoomcamp
Language:HTML 2
JBris / clearml-testing
Testing out ClearML.
clearml clearml-agent devops devops-tools machine-learning mlops mlops-project mlops-workflow model-deployment model-evaluation model-evaluation-and-comparison model-evaluation-and-refinement model-evaluation-and-selection model-evaluation-and-tuning model-evaluation-and-validation model-evaluation-metrics model-training
Language:Python 2
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 prometheus mlops-project mlops-workflow nlp
Language:Python 2
PritamDeb68 / customer-churn
An end-to-end machine learning project predicting bank customer churn with a Gradient Boosting Classifier. It features a complete pipeline for data processing, model training, and real-time predictions via a Flask API. SMOTE is used for handling imbalanced data, and MLflow is integrated for model tracking.
churn-analysis churn-prediction customer-churn customer-churn-analysis customer-churn-prediction customer-churn-prediction-with-machine-learning exploratory-data-analysis machine-learning machine-larning-projects end-to-end-machine-learning mlops mlops-project python
Language:Jupyter Notebook 2
QuyAnh2005 / credit-ranking-code
MLOps System for Credit Ranking Project
docker-compose mlops-project python
Language:Jupyter Notebook 2
roissyahf / mlops-loan-approval
MLOps Loan Approval Prediction System
artifact-registry bigquery cloud-alert-system cloud-logging cloud-monitoring cloud-run dagshub dvc evidently google-cloud-platform html-css-javascript loan-approval-system mlflow mlops-project mlops-workflow xgboost-classifier docker
Language:Python 2
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
Language:Python 2

mlops-project

Azure / mlops-v2

pradiator / mlops-project

Azure / mlops-templates

Harly-1506 / MLOps-Recommendation

Jithsaavvy / Deploying-an-end-to-end-keyword-spotting-model-into-cloud-server-by-integrating-CI-CD-pipeline

Chandru-21 / MLOps_Project

nathadriele / machine-learning-zoomcamp

praj2408 / Consignment-Pricing-using-MLOps-DVC

EzioDEVio / MLOps

Philippos01 / mlops-energy-forecast-thesis

Praveen76 / MLOps-Mini-Projects

praj2408 / Predictive-Maintenance-System-Monitoring

manhph2211 / ML-Pipeline

abrahamkoloboe27 / Demo-CICD-With-Github-Actions-ATUT-SN

faizan1234567 / sentence-classification

Lahdhirim / CV-human-pose-classifier-ViT-aws

msinha251 / Udacity_MLDevops_C3_Project

Sengarofficial / Predictive_Maintenance_With_MLops

DataForgeOpenAIHub / mlops-credit-card-fraud-detection-end-to-end

Lahdhirim / NLP-sentiment-classification-aws

RideneFiras / QosMLOPS

Shuyib / mawingu-experiments

tph-kds / anomaly_detection_in_transactions

22922511 / House_price_prediction

abhi227070 / ML-Model-Deployment-in-AWS

Aly-EL-Badry / Flight-Delay-Prediction-System

AnasAber / MLflow_with_RAG

batxes / MLOPS-Drought-predictor-project

bhnum / mlops-threats

Danselem / weather_health

JBris / clearml-testing

neemiasbsilva / kedro_orchestrate_dl_transformer_arch

PritamDeb68 / customer-churn

QuyAnh2005 / credit-ranking-code

roissyahf / mlops-loan-approval

TAYMESMAEE / Anomaly-Detection-in-Transactions