Convolutional neural network

A neural network that efficiently leverages the translational symmetry of the images by using Convolution.

Variations

• Sparse convolutional neural network

Tutorials

• Machine Learning is Fun! Part 3: Deep Learning and Convolutional Neural Networks
• Understanding Deep Convolutional Networks
• Convolutional neural network in practice

Courses

• http://cs231n.github.io/

Visualization

• Inceptionism: Going Deeper into Neural Networks
  • LSD neural net
• Understanding Neural Networks Through Deep Visualization

Applications

Natural language processing

• UNDERSTANDING CONVOLUTIONAL NEURAL NETWORKS FOR NLP
• CNNs for sentence classification

Face

• Inverting face embeddings with convolutional neural networks

Networks and graphs

• Spectral Networks and Locally Connected Networks on Graphs
  • Deep Convolutional Networks on Graph-Structured Data
• Semi-Supervised Classification with Graph Convolutional Networks
  • GRAPH CONVOLUTIONAL NETWORKS
  • https://github.com/tkipf/gcn