Day2 - Convolutional Neural Networks
Course Material
- Exercise: Github Repo
- Slides: Will be upladed
- Suggested Readings:
Additional Material
- ImageNet Classification with Deep Convolutional Neural Networks, Krizhevsky et. al.: One of the papers that really started the neural network revival by showing very impressive scores in the ImageNet competition.
- ConvNets in Lasagne tutorial: Tutorial by Daniel Nouri showing how to detect facial key points using convnets in lasagne.
- Understanding Convolutions by C. Olah: Blog post with visual explanations of convolutions.
- ConvNetJS CIFAR-10 demo: In Browser demo shwoing conv nets training on the CIFAR10 dataset. Very good visualizations of ther learned filters. Also check out the ConvNetJS MNIST demo.