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I am working on something I am calling "compact models" (as part of a PhD): techniques to pack more information into Machine Learning models when their size is
by abhgh 7y ago
I am working on something I am calling "compact models" (as part of a PhD): techniques to pack more information into Machine Learning models when their size is constrained in some way. I have put up some of our work here [1] - it has been interesting so far, and the results are promising. I would like to release a Python library soon, well, ...in a few months - my PhD is part-time, I have a full time day job and time management is a pain.
[1] https://arxiv.org/abs/1905.01520 https://arxiv.org/abs/1905.01520
- SJSque 7y agoInteresting name. :) I worked on developing compact models for the first few years of my employment at NXP Semiconductors, which is (for me, at least) the top result of a Google search for "compact models", defining them as "mathematical descriptions of semiconductor devices used in analog circuit simulators".
- abhgh 7y agoYou're right, thats what the term seems to stand for (I had Googled too, when I was thinking of names). "Compact models" is something I am considering calling this work - its by no means standard :)