Add Machine Learning Challenges
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Description
Improve benchmark
module by adding Machine Learning based challenges.
With the following developing improvements proposed:
- Change challenges to return a dictionary with the hyperparameters
get_tunable_hyperparameters
instead ofget_tunable
, this way the challenges can be used by other libraries. - Create a MLChallenge class to be used as a parent.
- Use MLChallenge class to load the dataset, split and train a machine learning model.
- Evaluate with a
cross_validate
.