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Soren Bouma's Projects

conv-encoder-clustering icon conv-encoder-clustering

Trains a convolutional autoencoder on MNIST, then runs k means on the encoded number. Uses lasagne+theano+nolearn+scikit-learn. Works terribly.

insightface-tensorflow icon insightface-tensorflow

Tensoflow implementation of InsightFace (ArcFace: Additive Angular Margin Loss for Deep Face Recognition).

kaggle-facial-keypoint-detection icon kaggle-facial-keypoint-detection

Code for my entry in Kaggle's facial keypoint detection competition. Pretty similar to dnouri's tutorial code, but uses a unique architecture.

keras icon keras

Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.

keras-oneshot icon keras-oneshot

koch et al, Siamese Networks for one-shot learning, (mostly) reimplimented in keras

lasagne icon lasagne

Lightweight library to build and train neural networks in Theano

lyric-scraper icon lyric-scraper

gets a whole bunch of rap lyrics from metrolyrics and saves them to a file

policy-convnets icon policy-convnets

Deep Residual neural net learns the policy function in OpenAI gym environments!

torch2trt icon torch2trt

An easy to use PyTorch to TensorRT converter

triplet-reid icon triplet-reid

Original authors' implementation of "In Defense of the Triplet Loss for Person Re-Identification". Adding additional data augmentation, cross validation and visualization.

vanilla-neural-net icon vanilla-neural-net

Super simple Multilayer Perceptron training on Kaggle Facial Keypoints data. Written in pure numpy

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