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Auto-Encoders
- Auto-Encoder - 1986
- Auto-Encoder #1 - 라온피플 blog
- Auto-Encoder #2 - 라온피플 blog
- Auto Encoder 에 대하여 : Auto Encoder 의 개념과 사용법, 그리고 Regularization - Jayne.who blog
- Introduction Auto-Encoder WikiDocs
- UFLDL Tutorial – 1. 오토인코더(Sparse Autoencoder) 1 – AutoEncoders & Sparsity - Solaris blog
- UFLDL Tutorial – 2. 오토인코더(Sparse Autoencoder) 2 – Visualizing a Trained Autoencoder - Solaris blog
Variational Auto-Encoder
- Auto-Encoding Variational Bayes - Diederik P Kingma, Max Welling - 2013 paper
- Tutorial on Variational Autoencoders - Carl Doersch - 2016 paper
- 알기쉬운 Variational Auto-encoder - 김홍배 slide
- What is variational autoencoder? - NolSigan blog
- 초짜 대학원생의 입장에서 이해하는 Auto-Encoding Variational Bayes (VAE) #1 - Jaejun Yoo blog
- 초짜 대학원생의 입장에서 이해하는 Auto-Encoding Variational Bayes (VAE) #2 - Jaejun Yoo blog
- Variational Autoencoder를 여러 가지 각도에서 이해하기 (Understanding Variational Autoencoder from Various Perspectives) - Sangwoong Yoon slide
- Auto-Encoding Variational Bayes - Jamie Kang blog
- Variational Auto-encoder for MNIST - Tensorflow, Python - kvfrans blog
- Variational Auto-Encoder for MNIST - Tensorflow, Python - hwalsuklee blog
- AutoEncoder and VAE - PyTorch, Python - SherlockLiao blog
Stacked Auto-Encoder
- 텐서플로우(TensorFlow)를 이용해서 MNIST 숫자 분류를 위한 Stacked Autoencoders 구현해보기 - Solaris blog
Greedy Layer-Wise Training
- A fast learning algorithm for deep belief nets - 2006 paper
- Greedy Layer-Wise Training of Deep Networks - 2006 paper
- Efficient Learning of Sparse Representations with an Energy-Based Model - 2006 paper
Unsupervised Pre-training
- Why Does Unsupervised Pre-training Help Deep Learning? - 2010 paper
- An Analysis of Unsupervised Pre-training in Light of Recent Advances - 2014 paper
Denoising Auto-Encoder
- Extracting and Composing Robust Features with Denoising Autoencoders - 2008 paper
- Auto-Encoder - 라온피플 #3 Denoising Auto-Encoder blog
Sparse Coding
- Emergence of simple-cell receptive field properties by learning a sparse code for natural images - 1996 paper
- Sparse Coding: An Overview - 2013 slide
- Sparse Coding slide
- Sparse Coding: definition youtube
- Auto-Encoder - 라온피플 #4 Sparse Coding blog
Sparse Auto-Encoders
- k-Sparse Auto-Encoders - 2013 paper
- Auto-Encoder - 라온피플 #5 Sparse Auto-Encoder blog
Convolutional AutoEncoder
- Stacked Convolutional Auto-Encoder for Hierarchical Feature Extraction - 2011 paper
- DeepPainter: Painter Classification Using Deep Convolutional Autoencoders - 2016 paper
- Auto-Encoder - 라온피플 #6 Convolutional Auto-Encoder, DeepPainter blog