Simina M. Boca
Simina M. Boca
In re-rereading this, there are 2 issues that I thought about that we may want to cover. At minimum, I think many people reading this paper will expect them to...
We could change Tip 10 to be about ethics I guess? That way both fairness and privacy would fit.
Looks good! One question as someone who doesn't use DL in research - can you actually run meaningful DL models on a laptop? The implication is that it would be...
I think it would be helpful to clarify this as it would help inform someone whether they can actually do DL. If it is appropriate to their problem but not...
- I'm not sure the data simulation portion belongs here: > Data simulation is a powerful approach to develop an understanding of how data and analytical methods interact. In data...
- I'm not super sure about the figure here. It does a good job showing overfitting, but in general analysts are taught to be super cautious when extrapolating models outside...
- Part of tip 2 should also now go into Tip 1, since a simpler ML model may suffice. Eg the second paragraph: > Depending on the amount and the...
- I would suggest changing the title to "Aim to have interpretable DL model" to make it more in line with the other tips. - Some references should be included...
Should this be connected to #3? I'm thinking in terms of "make sure your training set is big enough" and "DL will typically need larger training sets given that more...
Thank you for starting this Casey! * Simina Boca * Faculty at the Innovation Center for Biomedical Informatics and Oncology & Biostatistics at Georgetown * Help with a relevant and...