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Junmyung Choi's Projects

awesome-rnn icon awesome-rnn

Recurrent Neural Network - A curated list of resources dedicated to RNN

char-rnn-tensorflow icon char-rnn-tensorflow

Multi-layer Recurrent Neural Networks (LSTM, RNN) for character-level language models in Python using Tensorflow

convolutional-neural-network-for-power-consumption-classification-using-keras-and-tensorflow icon convolutional-neural-network-for-power-consumption-classification-using-keras-and-tensorflow

This simple code creates a deep neural network using keras running on top of tensorflow. The user has the option of selecting a 1D convolutional neural network or a standard deep neural network. The DNN is implemented to classify power consumption into weekends and weekdays. This is only implemented for a small number of training examples (hence the moderate performance...). A larger data set is needed in order to achieve adaquete performance. In order to run the code, tensorflow and keras must first be installed.

dcgan-tensorflow icon dcgan-tensorflow

A tensorflow implementation of "Deep Convolutional Generative Adversarial Networks"

dqn-tensorflow icon dqn-tensorflow

Tensorflow implementation of Human-Level Control through Deep Reinforcement Learning

fcn.tensorflow icon fcn.tensorflow

Tensorflow implementation of Fully Convolutional Networks for Semantic Segmentation (http://fcn.berkeleyvision.org)

ganhacks icon ganhacks

starter from "How to Train a GAN?" at NIPS2016

igan icon igan

iGAN: a deep learning software that easily generates images with a few brushstrokes (from UC Berkeley and Adobe CTL)

pix2pix-tensorflow icon pix2pix-tensorflow

Tensorflow port of Image-to-Image Translation with Conditional Adversarial Nets https://phillipi.github.io/pix2pix/

power-consumption-prediction icon power-consumption-prediction

Based on the historical electricity consumption data of more than 1000 enterprises in a high-tech Zone, design algorithms to predict the daily total electricity consumption of the Zone in next month (next 30 days)

pydensecrf icon pydensecrf

Python wrapper to Philipp Krähenbühl's dense (fully connected) CRFs with gaussian edge potentials.

srez icon srez

Image super-resolution through deep learning

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

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