Yongsung Kwon (eggpan95)

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Yongsung Kwon's repositories

Bayesian-deep-learning

Notes and codes of the topic "Bayesian deep learning"

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Deep-SVDD

Repository for the Deep One-Class Classification ICML 2018 paper

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education

Materials for my lectures and for self-study in machine learning

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ConcreteDropout

Code for Concrete Dropout as presented in https://arxiv.org/abs/1705.07832

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NLP-TextAnalytics-DeepLearning

A repository with NLP research ideas, implementations and applications along with applications of machine learning and deep learning

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Progressively-Growing-Networks

Experiments on different dataset on how to grow networks during training to learn new image categories.

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binarygan

Code for "Training Generative Adversarial Networks with Binary Neurons by End-to-end Backpropagation"

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RAGAN

Residual attention generative adversarial networks for image-to-image translation

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BOWser

baseline semantic parsing without syntax

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Safe-Visual-Navigation-tensorflow

Tensorflow implementation of "Richter et al., Safe Visual Navigation via Deep Learning and Novelty Detection, RSS, 2017"

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DeepDOA

Finding Direction of arrival (DOA) of small UAVs using Sparse Denoising Autoencoders and Deep Neural Networks.

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seriesnet

Time series prediction using dilated causal convolutional neural nets (temporal CNN)

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Orbital_Mechanics

Useful programs for orbital mechanics

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nlp_tasks

Natural Language Processing Tasks and References

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magenta-demos

Demonstrations of Magenta Models

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keras-tcn

Keras Temporal Convolutional Network.

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DropoutUncertaintyExps

Experiments used in "Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning"

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generative-models

Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.

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LatentEntitiesExtraction

Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text? Multi-Task Learning with Task-Grouping Model (CoNLL 2018)

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Deep-Hash-Table-ICML18

"Efficient end-to-end learning for quantizable representations" accepted on ICML2018

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gps_helper

Tools and examples for GPS

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TCN

Sequence modeling benchmarks and temporal convolutional networks

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AnoGAN

Tensorflow Implementation of AnoGAN (Anomaly GAN)

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2018-MachineLearning-Lectures-ESA

Machine Learning Lectures at the European Space Agency (ESA) in 2018

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DeepGlobe-Road-Extraction-Challenge

D-LinkNet: LinkNet with Pretrained Encoder and Dilated Convolution for High Resolution Satellite Imagery Road Extraction

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NAB

The Numenta Anomaly Benchmark

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lstm_anomaly_thesis

Anomaly detection for temporal data using LSTMs

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deep_learning

Deep Learning

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