ChaLearn Automatic Machine Learning Challenge (AutoML) Forum

Go back to competition Back to thread list Post in this thread

> novel methods for black-box machine learning


I am working on building on building a black box system as part of my master's thesis.

I am wondering if anyone has any ideas of a novel method I could pursue that I could do in this realm that I could write a master thesis about?

BTW, that freeze thaw idea is really great!

I am looking for something new for my thesis that could be publishable.

One idea I had was creating a database of (dataset, feature selection method, model used, hyperparameters, score) that could say something like "if model X works well for a dataset, than feature transformation Y would likely also work well", like meta-learning done by the auto-sklearn team.

Also, I would be glad to collaborate with another team implementing meta-learning ideas if they want any help :).

Anthony Bell

Posted by: bellar @ Nov. 14, 2015, 1:57 a.m.
Post in this thread