Getting Started with Deep Learning

Short-cut

Background

Timelines

Long stories on Deep Learning

AI and Beyond

Review

News & Articles

Slides

Videos (Talks)

Books

Data Mining, Machine Learning and Big Data Mining

Neural Networks and Deep Learning

Online Lectures

Courses

Short lectures

Software

  • GPU는 필수. GPU 머신이 없으면 AWS GPU 인스턴스를 이용함.
  • Python은 필수. C++은 라이브러리만 쓸 줄 알면 됨. R은 선택 사항.
  • 시작은 일단 GPU 머신에 NVIDIA CUDA 드라이브 설치하고, cuDNN도 깔고, Theano나 Caffe 예제 한 번 돌려보는걸로.

Open sources

commercial software[edit]

Experience : Learning from Kaggle[edit]

Research Papers

Tutorial / Survey

CNN (Convolutional Neural Networks) & ImageNet Classification Challenges

RNN (Recurrent Neural Networks)

Applications

2015

2014

2013

By Authors

By Research Labs

By Keywords (Google Scholar, since 2013)