- This repository is under a project called AutoML4All, an initiative to provide AutoML tools to anyone without programming experience.
- At the moment, this is focused on only Tabular data.
- If anyone uploads a dataset to OpenML, we perform these steps every n (here 5) hours
- Check if there are new datasets based on what was previously stored
- Identify if there is a Task, if not, then try to create one based on the target variable and data type of the target column.
- Once a task is created, summon amlb and based on the chosen automl frameworks, send a request to the GPU servers
- For now, we are using Snellius
- Once the frameworks are done running, upload the run results back to OpenML.
- If this project has not shut down, you should just be able to access it by uploading a dataset to OpenML and checking back in a few hours.
- Hello future OpenML developer, so you want to re-run/make a new version of this? Just look at the rest of this documentation.
- A rather important note is that unless you are a core developer, it might be a little hard to contribute to this particular project BUT since a large part of this project depends more on amlb, in all honesty, it makes sense to focus contributions there more than this particular library.