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I remember there was a very nice website to draw things with touchpad that was mentioned on HN but I couldn't find it in my history. It could be used for signature too I suppose.

I'm working on a project using kd-tree for high-dimensional embeddings. Could you send me some pointers?


You will have to be more specific.


This is first-world first-class university privilege right here.


What is your opinion on network representation learning? Can it be used in Dgraph? For instance, do you think it is possible to use node embeddings as indices for faster retrieval?


If a model involves a lot of math, is it more helpful to be able to debug it? What tf lacks is an intuitive debugging tool. I think this is where pytorch excels.


You don't often need to debug, especially if the model can be checked on compile time. Think static types for programming. For Tensorflow all the data types and tensor dimensions are checked before loading any data, it the math is derived correctly then it is not necessary to even debug.

If data and model are mixed, it often resort to line-by-line debugging to zone out the real problem, which often takes more time.


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