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I am new to neural networks, embeddings, etc. I am struggling understanding things like sparse representation, embeddings, and especially sparse vectors. Could you explain these to me? Why do we need this vector? What is it?

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A sparse matrix

A sparse matrix is a matrix that is comprised of mostly zero values. e.g

     1, 0, 0, 1, 0, 0
A =  0, 0, 2, 0, 0, 1 
     0, 0, 0, 2, 0, 0

A Dense matrix

Dense matrices with mostly non-zero values, which are referred to as dense matrices.

e.g.

     1, 1, 3, 1, 4, 5
A =  0, 1, 2, 0, 1, 1 
     1, 0, 0, 2, 1, 1
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  • $\begingroup$ what do we use for? $\endgroup$ – Tugba Ozkan Apr 29 at 16:13

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