Christian WolfWhat is translation equivariance, and why do we use convolutions to get it?Multi-layer Perceptrons (MLPs) are standard neural networks with fully connected layers, where each input unit is connected with each…8 min read·Oct 5, 2020--2
Christian WolfGeneralization and random labelsCaveat: I wrote this story initially on Dec. 21st, 2016, but moved it to medium in Oct. 2018.3 min read·Oct 6, 2018--
Christian WolfCow-Sharks: exploring the Shape vs. Texture biases in Deep Neural NetworksThe context to this post are recent papers providing evidence that prediction performance of deep networks trained for image…4 min read·Nov 30, 2020--
Christian WolfLinks between literature on addressing transformer complexity and work on recurrent neural worksThis post addresses some similarities in the ways the Deep field addressed two seemingly different problems, namely A) recent work on…6 min read·Mar 21, 2021--
Aneesha B SomanTransformers : Part 3- Why pytorch and not tensorflow for Transformers?Imagine you have a special machine that’s really good at understanding and working with words, like those used in books, websites, or…2 min read·Sep 3--
Karan SinghAlexNet, VGGNet, ResNet, and InceptionExploring AlexNet: A Groundbreaking Deep Convolutional Network6 min read·Jun 21--1
PrathammodiConvolutional Neural Networks for DummiesSo you want to learn about Convolutional Neural Networks, CNNs, huh? Well, you’ve come to the right place.6 min read·Oct 14--
Rodrigo SilvainTowards Data ScienceExploring Feature Extraction with CNNsUsing a Convolutional Neural Network to check specialization in feature extraction8 min read·4 days ago--1
Farzad KaramiDecoding the Magic of Self-Attention: A Deep Dive into its Intuition and MechanismsThe self-attention mechanism is a key component in modern machine learning models, particularly when dealing with sequential data. This…13 min read·Jul 10--1
Williams PeterExploring Deep Learning Frameworks: PyTorch vs. TensorFlowShould you use PyTorch vs. TensorFlow in 2023? A comparison of the two popular Python frameworks5 min read·Jul 12--