mlops-guide / dvc-gitactions
Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases with DVC and CML using Github Actions and IBM Watson. Part of the Engineering Final Project @ Insper
β47Updated 3 years ago
Alternatives and similar repositories for dvc-gitactions:
Users that are interested in dvc-gitactions are comparing it to the libraries listed below
- A repository that showcases how you can use ZenML with Gitβ69Updated 6 months ago
- πͺ Cookiecutter template for MLOps Project. Based on: https://mlops-guide.github.io/β25Updated 3 years ago
- MLOps maturity assessmentβ60Updated last year
- π Material for PyData Global 2021 Presentation: Effective Testing for Machine Learning Projectsβ81Updated 3 years ago
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β145Updated 10 months ago
- Streamline scikit-learn model comparison.β146Updated 2 years ago
- β38Updated 2 years ago
- MLOps stack example using Airflow, MLflow and other popular tools.β44Updated 2 years ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β253Updated 4 months ago
- A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profilβ¦β72Updated 9 months ago
- Learn how to create reliable ML systems by testing code, data and models.β86Updated 2 years ago
- Example project with a CNN to train a PokΓ©mon type classifier, adapted for DTC workshopβ34Updated last year
- Demo for Using GitHub Actions in MLOpsβ40Updated 2 years ago
- Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.β80Updated 2 years ago
- The practical use-cases of how to make your Machine Learning Pipelines robust and reliable using Apache Airflow.β52Updated 2 years ago
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β179Updated 7 months ago
- An end-to-end project on customer segmentationβ81Updated 2 years ago
- Code samples for the Effective Data Science Infrastructure bookβ113Updated last year
- Demo for CI/CD in a machine learning projectβ96Updated last year
- BentoML Example Projects π¨β136Updated last month
- Deploy A/B testing infrastructure in a containerized microservice architecture for Machine Learning applications.β40Updated last month
- Template repo for kickstarting recipes for regression use caseβ54Updated 2 months ago
- Template-based generation of DAG cards from Metaflow classes, inspired by Google cards for machine learning models.β30Updated 3 years ago
- Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in productioβ¦β76Updated last year
- A PaaS End-to-End ML Setup with Metaflow, Serverless and SageMaker.β37Updated 4 years ago
- Get started DVC projectβ48Updated 7 months ago
- Example machine learning pipeline with MLflow and Hydraβ88Updated last year
- β17Updated last year
- β26Updated 2 years ago
- Interact privately with your documents using the power of GPT, 100% privately, no data leaksβ33Updated last year