https://github.com/fmind/mlflow-demo

MLflow demo for the MLOps Community Meetup at Luxembourg.
https://github.com/fmind/mlflow-demo

community demo machine-learning mlflow mlops

Last synced: 7 days ago
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MLflow demo for the MLOps Community Meetup at Luxembourg.

• Host: GitHub
• URL: https://github.com/fmind/mlflow-demo
• Owner: fmind
• Created: 2023-04-08T13:11:17.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-04-24T08:44:56.000Z (over 1 year ago)
• Last Synced: 2023-08-06T15:09:43.736Z (over 1 year ago)
• Topics: community, demo, machine-learning, mlflow, mlops
• Language: Python
• Homepage: https://docs.google.com/presentation/d/1fjoQ2DnTzhyaMI9dC6E2_RIKylW8hAGS5iQ6TapZfZo/edit#slide=id.g22c0e1e4f17_3_21
• Size: 259 KB
• Stars: 3
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# MLflow Demo

MLflow demo for the MLOps Community Meetup at Luxembourg.

# Requirements

- [Python](https://www.python.org/)

- [Poetry](https://python-poetry.org/)

- [PyInvoke](https://www.pyinvoke.org/)

- [Docker](https://www.docker.com/)

- [Docker Compose](https://docs.docker.com/compose/)

# Installation

```bash

# install the project environment

inv install

# start the MLflow server from Docker

inv serve

```

Remember to activate the Virtual Environment before accessing the project:

```bash

# on Linux and Mac

./.venv/bin/activate

```

# Reproduction

## MLflow Tracking

```bash

poetry run python src/mldemo/tracking.py

```

## MLflow Registry

```bash

poetry run python src/mldemo/registry.py

```