Sources:

  1. Bernard Kolman, Robert C. Busby & Sharon Cutler Ros. (2014). Functions. Discrete Mathematical Structures (6th ed., pp. 206-246). Pearson.
  2. John Hubbard; Barbara Burke Hubbard. (2015). Vector calculus, linear algebra, and differential forms: A unified approach (5th ed., pp. 9-11). Matrix Editions.

In this section we define the notion of a function, a special type of relation.

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Sources:

  1. Deconvolution 2013 paper
  2. Guided Backpropagation 2015 paperhttps://arxiv.org/abs/1412.6806)

Code: Jax Feature Attribution Methods

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Source:

  1. Yubei Chen's talk on unsupervised learning.

Most of the figures in this article are sourced from Yubei Chen's course, EEC289A, at UC Davis.

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TL;DR: In a convolution layer, \[ \text { Output size }=\left\lfloor\frac{\text { Input size }+2 \times \text { Padding }- \text { Kernel size }}{\text { Stride }}\right\rfloor+1 \]

Sources:

  1. Convolutional Neural Networks from d2l
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