Use Ann-Kathrin's research as mantik showcase

thomose commented 2 years ago

Problem to solve

As mantik user I want to have a gallery of projects showcasing the platform, so that I can get an immediate idea of the platform's capabilities.

Details

This story is only workable iff permission was granted in #5.

Proposal

[x] Collect code dependencies in a requirements.txt file
[x] Create Dockerfile or apptainer recipe to install the project into a container
[x] Write entrypoint scripts and the corresponding mlproject file
[x] Include mlflow tracking to mantik into the scripts
[x] Create an experiment on cloud.mantik.ai
[x] Run the project on JUWELS and track to cloud.mantik.ai
[x] Write a README with a project description and citations of papers etc.

Testing

Acceptance

[x] Project can be built and run
[x] Results are tracked to mantik
[x] README contains links to publications, original repo (if possible) and explicitly names Ann-Kathrin as original author of the code

Angie25 commented 2 years ago

The code base is available in gitlab.com and not public.
A small dataset is used to run the code, no GPUs are necessary.
The code can run with tracking enabled.

Angie25 commented 2 years ago

README sample

Integrating ML-Hazard Mapping into the AI-platform

This project sets up a workflow for investigating mountain slopes for their likelihood of the occurrence of shallow landslide-type slope failures using an decision tree-based ML model. This work has mainly been conducted locally without the Juwels resources. Through the AI-platform it is possible to manage the training workflows and also to track the experiments and their results.

thomose commented 2 years ago

Note: README is short because no more information was given.

mantik-ai / tutorials