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A Deep Dive into the ESRGAN (Part 3: Training and Inference)
Training the ESRGAN is not a straight forward process and will invoke knowledge from various concepts about deep earning and generative...
Mohamed Benaicha
Dec 5, 20234 min read
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Forward Pass and Backpropagation in Deep Learning: DNNs and CNNs
Before delving into backpropagation, intuition is required first about the forward pass through a neural network. The Forward Pass The...
Mohamed Benaicha
Dec 5, 202313 min read
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A Deep Dive into the ESRGAN (Part 1: the Discriminator)
Background The ESRGAN is a neural network that uses convolutions to learn to create higher resolution images of a lower resolution image....
Mohamed Benaicha
Nov 28, 20237 min read
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Convolutions
Neural Networks A neural network is a network of transformations that input data goes through to yield a desired output. Let's take the...
Mohamed Benaicha
Nov 28, 20234 min read
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