Deep Learning Study with Gluon2 (2018.03 ~ )

https://github.com/ski-net/dl_study_with_gluon_2nd

Deep Learning Study with Gluon (2017.12 ~ 2018.03)

Deep learning to learn while making

Schedule

Topic	Date/Time	Location	Presentor
Gluon Introduction	12/22,17:00	분석실	haven-jeon ,seujung
Convolution & Transfer Learning	12/28,17:00	분석실	haven-jeon
Intro with MNIST(Logistic, FC, CNN),Embedding, Intro Audio Data Analysis	01/04,18:00	분석실	soohwanjo, soeque1, hongdm7
Style Transfer(0h20m), Fashion MNIST(0h10m), Traffic Sign Recognition(0h15m), Intro MXNet(0h10m)	01/11,18:00	분석실	seujung, haven-jeon, June-H, hyemin15
Intro to GAN(0h15m), Intro to VAE(0h30m)	01/16,18:00	분석실	soeque1, kionkim
Multi GPU(0h20m), Autoencoder(0h30m), Transfer Learning (0h40m)	01/25,18:00	분석실	haven-jeon, ljy3795, su-park
RNNs with Audio Classification(0h30m), CAM with Traffic Sign Classification(0h 20m)	02/01,18:00	분석실	hongdm7, June-H
Pix2Pix(0h25m), Deep Matrix Factorization (0h20m)	02/08,18:00	분석실	soeque1, ljy3795, kionkim
introduction Deep Learning references	03/14,12:00	분석실	seujung
Soft Decision Tree (0h30m), Deep Dream (0h20m)	02/22,18:00	분석실	kionkim, soohwanjo
Korean-English Neural Machine Translater(0h40m)	02/28,18:00	분석실	haven-jeon
IntegratedGradients (0h20m), BEGAN (0h20m),QA- Multimodal Compact Bilinear Pooling (0h45m)	03/08,18:00	분석실	kionkim, seujung , hyemin15, soeque1
1차 롤 아웃/2차 스터디 계획 수립	03/13,12:00	분석실
Deep Q-Network(0h30m), Double Deep Q-Network, Policy Gradient	03/15,18:00	분석실	hongdm7, soohwanjo, June-H
Anomaly detection w Autoencoder, CapsNet(0h30m)	03/22,18:00	분석실	ljy3795, kionkim
relational network,	03/29,18:00	분석실	seujung

Attendance

Topic

Linear algebra

https://github.com/fastai/numerical-linear-algebra (@seujung)

numpy exercise

https://github.com/Kyubyong/numpy_exercises (@seujung)

Gluon Basic

Gluon Introduction, 12/22
Intro mxnet NDArray, Symbol, Model (@hyemin15)
intro Grad
intro with MNIST (@soohwanjo)

Fully Connected

Classification model with MNIST (@seujung)

Convolution

Image classification with Convolution (@haven-jeon, cats and dogs )
Fashion MNIST
Transfer Leraning (@haven-jeon, cats and dogs classification)
CAM and Grad CAM (@haven-jeon, cats and dogs classification)
Image classification with MNIST (@soohwanjo)
Image classification with 62 classes Traffic Sign (@June-H)
Medical Image Segmentation (@supark)
Super resolution (@soohwanjo)
AlexNet
- https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks.pdf
ResNet
- https://arxiv.org/pdf/1512.03385.pdf
Inception V4
- https://arxiv.org/pdf/1602.07261.pdf
DenseNet
- https://arxiv.org/pdf/1608.06993.pdf
CapsNet
- https://arxiv.org/pdf/1710.09829.pdf

Recurrent

Introduction of Audio Data (@hongdm7, Whale Sound Data)
RNNs with Audio Classification (@hongdm7, Whale Sound Data)
Stock Price Prediction with Amazon Stock Data (@hyemin15)

Image

Deep Dream

Deep Dream (@soohwanjo)

Neural Style Transfer

neural style transfer (@seujung)
- https://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Gatys_Image_Style_Transfer_CVPR_2016_paper.pdf
fast neural style transfer (@seujung)

pix2pix

pix2pix (@hjkim)

NLP

high-performance learning

Autoencoder

Audio

wavenet

Recommandation

Deep Matrix Factorization (@ljy3795)
Deep Matrix Factorization -- Fix InnerProduct Calculations (@supark)

XAI

The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification (@kionkim)
- https://arxiv.org/pdf/1503.01161.pdf
Distilling a Neural Network Into a Soft Decision Tree (@kionkim)
- https://arxiv.org/pdf/1711.09784.pdf

GAN(Generative Adversarial Networks)

Reinforcement Learning

DQN(Deep Q-Network) (@hongdm7)
DDQN(Double Deep Q-Network) (@soohwanjo)

Reference

ski-net/dl_study_with_gluon

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