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Deep Learning

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Papers

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  1. Hinton - A fast learning algorithm for deep belief nets
  2. Hinton - Improving neural networks by preventing co-adaptation of feature detectors

Courses

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  1. 모두를 위한 머신러닝/딥러닝 강의
  2. Deep Learning by Google | Udacity
  3. 해커에게 전해들은 머신러닝
  4. CS231n Convolutional Neural Networks for Visual Recognition
  5. CS 294 Deep Reinforcement Learning, Spring 2017
  6. oxford-cs-deepnlp-2017/lectures
  7. 9 more

Book

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  1. Deep Learning - MIT

RNN

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  1. Deep Visual-Semantic Alignments for Generating Image Descriptions
  2. The Unreasonable Effectiveness of Recurrent Neural Networks
  3. Recurrent neural networks and LSTM Tutorial in Python and TensorFlow - Adventures in Ma...
  4. Creating a Modern OCR Pipeline Using Computer Vision and Deep Learning

Deep Learning

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  1. Deeplearning books in Korean
  2. List of Free Must-Read Books for Machine Learning
  3. Content-Aware Collaborative Music Recommendation Using Pre-trained Neural Networks
  4. 딥러닝 개요
  5. 컨볼루션 뉴럴 네트워크 개요@KETI
  6. Deep content based music recommendation - spotify
  7. 11 more

Recommendation System

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  1. Generating Recommendations at Amazon Scale with Apache Spark and Amaz…
  2. A Practical Introduction to Deep Learning with Caffe and Python

Deep Learning Framework

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  1. Deeplearning4j Documentation
  2. Theano 0.8.2 documentation
  3. Building with bricks — Blocks 0.2.0 documentation
  4. Keras Documentation
  5. Welcome to Lasagne — Lasagne 0.2.dev1 documentation
  6. OpenDeep
  7. 9 more

Torch

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  1. Torch Cheatsheet
  2. Torch API Documentation
  3. Deep Learning with Torch: the 60-minute blitz
  4. Fisher Iris Dataset Classification with Torch

CNN

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  1. A Beginner's Guide To Understanding Convolutional Neural Networks
  2. A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN
  3. Multi-label image classification with Inception net
  4. Understanding Convolutions

Optimizers

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  1. Momentum & Nesterov momentum
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