aims-umich / aims-umich/pyMAISE

Comparison of pyMAISE with other AutoML libraries

Abierto
#66 0 comentarios 0 reacciones 1 asignado Reclamado por @CheetahJokes Ver en GitHub
Lenguaje dominante
Python
Estrellas
33
Forks
14
Métricas de merge de PR
Sin PR fusionados en 30 d

Descripción

## Background
We must demonstrate that pyMAISE can produce results comparable to those of other AutoML libraries. We want to test three libraries on the HTGR benchmark (full dataset including 3004 samples). You can add this as a subsection within the HTGR benchmark. The three libraries are

- [auto-sklearn](https://automl.github.io/auto-sklearn/master/#),
- [AutoKeras](https://autokeras.com/),
- [H2O AutoML](https://h2o.ai/platform/h2o-automl/).

## Tasks

Show pyMAISE produces similar results to the three AutoML libraries:

- [ ] [auto-sklearn](https://automl.github.io/auto-sklearn/master/#),
- [ ] [AutoKeras](https://autokeras.com/),
- [ ] [H2O AutoML/](https://h2o.ai/platform/h2o-automl/).

## Definition of Done

All models produced by pyMAISE are compared with the models produced by the above packages. This comparison is discussed in detail on the [HTGR Jupyter Notebook](https://pymaise.readthedocs.io/en/latest/benchmarks/HTGR_microreactor.html).

Guía de contribución

No hay ninguna guía de contribución indexada para este repositorio

Evaluación

Este issue todavía no se ha evaluado.

Recibe los nuevos issues en tu correo

Un resumen breve de issues de GitHub para principiantes.