khuyentran1401 / prefect-mlops-recipesLinks
Tutorials/use cases of using Prefect in an ML project.
☆44Updated 2 years ago
Alternatives and similar repositories for prefect-mlops-recipes
Users that are interested in prefect-mlops-recipes are comparing it to the libraries listed below
Sorting:
- Construct a modern data stack and orchestration the workflows to create high quality data for analytics and ML applications.☆236Updated 3 years ago
- Practical Deep Learning at Scale with MLFlow, published by Packt☆163Updated last month
- A simple guide to MLOps through ZenML and its various integrations.☆188Updated last year
- Demo on how to use Prefect 2 in an ML project☆41Updated 3 years ago
- Demo for CI/CD in a machine learning project☆116Updated 2 years ago
- MLOps stack example using Airflow, MLflow and other popular tools.☆45Updated 3 years ago
- An example MLFlow project☆50Updated last year
- A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profil…☆90Updated last year
- Demo Computer Vision Project☆65Updated 2 years ago
- A project from the ml_ops Zoomcamp (DataTalks) using Semiconductor data☆22Updated 3 years ago
- A MLOps platform using prefect, mlflow, FastAPI, Prometheus/Grafana und streamlit☆96Updated 3 years ago
- Learn how to create reliable ML systems by testing code, data and models.☆91Updated 3 years ago
- An end-to-end project on customer segmentation☆83Updated 3 years ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆49Updated 4 years ago
- Using a feature store to connect the DataOps and MLOps workflows to enable collaborative teams to develop efficiently.☆57Updated 3 years ago
- Demo for Using GitHub Actions in MLOps☆40Updated 3 years ago
- How to build and deploy an anonymization API with FastAPI and SpaCy☆71Updated 4 years ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆256Updated 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…☆49Updated last year
- Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.☆95Updated 3 years ago
- Template repo for kickstarting recipes for regression use case☆55Updated last year
- A repository that showcases how you can use ZenML with Git☆73Updated last week
- ☆66Updated 8 months ago
- Demo on how to use Prefect with Docker☆27Updated 3 years ago
- 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.☆151Updated last year
- Fetch, transform and plot real-time OHLC data from Coinbase using Bytewax, Bokeh and Streamlit☆128Updated last year
- Final Project of the MLOps Zoomcamp hosted by DataTalksClub.☆26Updated 3 years ago
- ☆15Updated 2 years ago
- Tutorials on creating a reproducible and maintainable data science project☆149Updated 3 years ago
- Basic and advanced MLflow examples for many ML flavors☆242Updated last year