Awesome work!!!! curious how you handle paragraphs and niche language like federal regulations.
What are your favorite ways to do sentence and paragraph embeddedings and is there a framework you like where you can tune to custom data? Do you find fine tuning your embedding model helpful?
In your review, did you suggest the definition and explanation that they used? In this situation, would have an acknowledgment at the end have been enough? In my mind, it seems like you all had a conversation and the authors took up your suggestions as the reviewer.
Thank you for sharing and releasing usable code! Do you know if this would work for GPU based applications? Tensorflow models that are trained on a GPU, for example?
Do you know of any interesting natural ismorphism between the categories you define in your paper and the category of finite-dimensional hilbert spaces? Curious if you have thought about applications to categorical quantum mechanics.
Thank you for this. As someone who who understands linear algebra well, I feel the neural network formalism obfuscates the core meaning of these processes. It's good for describing composition, but not good for understanding the parts in-between.
Looking forward to your take on LSTMs and transforms ;).
My guess is that you can't drop in PyParallel without any work of porting Sage because it's not clear how you would pass objects around like those used for GAP. Sage also would have to be rewritten to use this new API of implementing protocol-based classes.
You probably don't want to use all of Sage for that anyway because you are most likely not using GAP, for example. Instead gut out parts of Sage and look at IPython's interface to Spark http://nbviewer.ipython.org/gist/JoshRosen/6856670 or implement a protocol for your specific computation and use PyParallel.
I highly doubt you just point to new a Python implementation and tell Sage to just roll with it and expect things to be automagically faster.
Also, if you have a long running job, then why would you do it in a notebook that requires you to keep your browser open?