Mlflow-On-Debian12
by Cloudtrio Solutions
Preconfigured Debian 12 VM with MLflow and Python for experiment tracking, model management, and end-to-end MLOps workflows on Azure.
MLflow on Debian 12 provides a fully pre-configured environment for experiment tracking, model management, and MLOps workflows on Azure. It includes MLflow, Python, and essential machine learning tools, delivering a consistent and reliable setup across Azure compute resources.
This image comes with MLflow preinstalled and ready to use for managing machine learning experiments, tracking metrics, versioning models, and automating deployment pipelines. Simply create a new Azure VM using this image to begin working with MLflow instantly.
Get started with "MLflow on Debian 12" — a secure, fast, and Azure-optimized environment designed to simplify MLOps infrastructure. This solution helps data scientists, ML engineers, and developers focus on innovation and production workflows rather than manual setup.
Developed and validated by CloudTrio Solutions, this image ensures a seamless experience for running MLflow tracking servers, model registries, and pipeline automation on Azure. Our Azure experts are available 24/7 via phone and email to assist with deployment or configuration.
Key Features Available in MLflow on Debian 12:
- Pre-configured MLflow environment for complete ML lifecycle management
- Python environment ready for AI, data science, and MLOps workflows
- Integrated tracking server, model registry, and artifact storage support
- Secure, scalable, and optimized for Azure cloud performance
- Open-source, cost-effective, and easy to extend or customize
Disclaimer: CloudTrio Solutions does not offer commercial licenses for any open-source software included in this image. All components are provided under their respective open-source licenses.
Default port: 5000
Allowed port: 5000
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