Congratulations to you both on a spectacular result! Isak has been doing a great job applying scikit-learn and building an impressive suite to test various algorithms. I don't know too much about the details of the drug synergy for the project, but I suspect the easiest way to improve the classifier further is to add features. I wonder if assigning some notion of pathway activation (which is a poorly defined concept, unfortunately) could better inform the predictions.
Thanks, Ian! I like the pathway activation idea. Ideally we could use something that someone else has developed, like a combination of expression levels of key genes or something.
You've been really great with Isak, thanks.
This is really, really cool. Congrats!