Stepan UlyanininTowards Data ScienceBreaking Down Richard Sutton’s Policy Gradient With PyTorch And Lunar LanderIn the early 2000s, a few papers have been published about the policy gradient methods (in one form or another) in reinforcement learning…Oct 16, 20193Oct 16, 20193
Stepan UlyanininTowards Data ScienceBreaking Down Leon Gatys’ Neural Style Transfer in PyTorchIn 2015 Leon Gatys et al. proposed a method for Neural Style Transfer in their paper “A Neural Algorithm of Artistic Style”…Apr 6, 20192Apr 6, 20192
Stepan UlyaninImplementing Grad-CAM in PyTorchRecently I have come across a chapter in François Chollet’s “Deep Learning With Python” book, describing the implementation of Class…Feb 22, 201911Feb 22, 201911
Stepan UlyaninNotes On Deep Learning Theory Part 1: Data-Generating ProcessI have come across a wonderful book by Terrence Sejnowski called The Deep Learning Evolution. The book describes the early struggles of…Feb 1, 2019Feb 1, 2019
Stepan UlyaninCaptioning Images with PyTorchA concise write up of implementation of the Image Captioning model in PyTorch with aftertaste of a tutorial.Jan 25, 20199Jan 25, 20199
Stepan UlyanininCoinmonksCharacter-To-Character RNN With Pytorch’s LSTMCellI looked over a few tutorials on Recurrent Neural Networks, using LSTM; however I couldn’t find the one that uses the LSTMCellclass, many…Aug 7, 20181Aug 7, 20181
Stepan UlyaninDCGAN Adventures with Cifar10I have been tempted to build a Deep Convolutional Generative Adversarial Network for a while now since I have taken the course on Udacity…Apr 18, 2018Apr 18, 2018