dpleus / mlops
A MLOps platform using prefect, mlflow, FastAPI, Prometheus/Grafana und streamlit
☆82Updated 2 years ago
Alternatives and similar repositories for mlops:
Users that are interested in mlops are comparing it to the libraries listed below
- Using a feature store to connect the DataOps and MLOps workflows to enable collaborative teams to develop efficiently.☆56Updated 2 years ago
- A project from the ml_ops Zoomcamp (DataTalks) using Semiconductor data☆22Updated 2 years ago
- Demo Computer Vision Project☆61Updated 2 years ago
- Deploy A/B testing infrastructure in a containerized microservice architecture for Machine Learning applications.☆40Updated 3 months ago
- Practical Deep Learning at Scale with MLFlow, published by Packt☆159Updated last year
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits☆105Updated 3 years ago
- ☆14Updated last year
- "1 config, 1 command from Jupyter Notebook to serve Millions of users", Full-stack On-Premises MLOps system for Computer Vision from Data…☆44Updated 8 months ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆48Updated 3 years ago
- Learn how to create reliable ML systems by testing code, data and models.☆86Updated 2 years ago
- A Machine Learning Pipeline built with MLflow, Prefect, BentoML, Streamlit and Evidently.☆26Updated 2 years ago
- MLOps stack example using Airflow, MLflow and other popular tools.☆44Updated 2 years ago
- Demo for CI/CD in a machine learning project☆104Updated last year
- Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.☆83Updated 2 years ago
- MLOps maturity assessment☆61Updated last year
- Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring model☆63Updated 3 years ago
- Maternal Health Risk prediction MLOps pipeline☆43Updated 2 years ago
- Curriculum and roadmap from 0 to Mastery for MLOps. Adding value to your machine learning model by deploying it for people to use it to s…☆183Updated 3 years ago
- A repository that showcases how you can use ZenML with Git☆69Updated 8 months ago
- Construct a modern data stack and orchestration the workflows to create high quality data for analytics and ML applications.☆213Updated 2 years ago
- ☆64Updated 2 years ago
- Predict the number of deaths due to covid19 in the next two weeks☆11Updated 2 years ago
- This repository contains instructions, template source code and examples on how to serve/deploy machine learning models using various fra…☆53Updated 2 years ago
- Basic and advanced MLflow examples for many ML flavors☆221Updated 8 months ago
- This is an overview of a MLOps architecture that includes both Airflow and MLflow running on separate Docker containers.☆21Updated 2 years ago
- Template for data pipelines, ML workflows, API dev and monitoring☆45Updated last year
- An end-to-end project on customer segmentation☆81Updated 2 years ago
- Template repo for kickstarting recipes for regression use case☆54Updated 4 months ago
- Get your MLOps (Level 1) platform started and going fast.☆122Updated 2 years ago
- Example repo to kickstart integration with mlflow recipes.☆44Updated 2 months ago