Dimension Reduction with Multidimensional Scaling using CUDA

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4/4/2021

 

We introduce a new pip installable package, "mdscuda", which features a fast, parallelized implementation of Multidimensional Scaling using CUDA, and use it to produce some nice visualizations on several real datasets.

Generating cats with a WGAN

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6/30/2019

 

In this post we train a convolutional WGAN to generate images of cats and create some cool visualizations, such as the "cat morph" to the left.

Playing Pong with deep Q-learning

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3/8/2019

 

Ever since I saw Deepmind's AlphaGo attain super human performance, I've been fascinated with the applications of machine learning to artificial intelligence. But before there was AlphaGo, there was the deep Q-learning network, developed by Deepmind (Mnih et al.) to master a wide range of Atari games using only the raw pixel values.

Visualizing convolutional neural networks with the CIFAR-10 dataset

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3/4/2019

 

In this post we train a convolutional neural network on the CIFAR-10 dataset and investigate what the network is really learning. To do so, we will find image patches that maximally activate various filters.