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Universal Approximation with Fixed Layer

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#statistics #machine-learning #neural-networks
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Is there such branch as Nonlinear Matrix Algebra?

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#linear-algebra #neural-networks #nonlinear-analysis
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Category Theory & Artificial Intelligence (AI)

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#category-theory #machine-learning #big-list #neural-networks #artificial-intelligence
100
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Directional Derivative of Softmax

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#derivatives #neural-networks
422
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Algebra & Artificial Intelligence (AI)

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#abstract-algebra #machine-learning #big-list #neural-networks #artificial-intelligence
354
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Finding a global minimum

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#optimization #nonlinear-optimization #numerical-optimization #neural-networks
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Derivative of Binary Cross Entropy is always negative

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#calculus #multivariable-calculus #neural-networks
34
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Rewrite an one-layer neural network into infinite-layer equivalent network

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#normed-spaces #neural-networks
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What are the best books to study Neural Networks from a purely mathematical perspective?

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#book-recommendation #machine-learning #mathematical-modeling #neural-networks
1.2k
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Why do deep neural networks work well?

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#reference-request #approximation-theory #neural-networks
36
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Question about the notation used in the famous UFLDL tutorial on neural networks

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#neural-networks
1.5k
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Why are eigenvectors important for Deep Learning applications?

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#linear-algebra #eigenvalues-eigenvectors #machine-learning #neural-networks
53
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Can we generalize the gradient computation for Deep Neural Network for more than 2 hidden layers?

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#multivariable-calculus #derivatives #matrix-calculus #neural-networks
183
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Graph valued function, mapping from reals to graph (maybe about realization of functors)?

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#real-analysis #functions #graph-theory #category-theory #neural-networks
235
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Directional Derivatives and Jacobian of a Linear Neural Network

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#derivatives #neural-networks

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