SinGAN
With SinGAN, you can train a generative model from a single natural image, and then generate random samples form the given image
SinGAN can be also use to a line of image manipulation task
https://arxiv.org/abs/1905.01164
@irandeeplearning
The Matrix Calculus You Need For Deep Learning
This article is an attempt to explain all the matrix calculus you need in order to understand the training of deep neural networks. We assume no math knowledge beyond what you learned in calculus 1, and provide links to help you refresh the necessary math where needed. Note that you do not need to understand this material before you start learning to train and use deep learning in practice; rather, this material is for those who are already familiar with the basics of neural networks, and wish to deepen their understanding of the underlying math.
https://explained.ai/matrix-calculus/index.html
@irandeeplearning
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@ut_deep
http://dlrl.ut.ac.ir