SchoolOfMa :: 7/6/2016
Convolutional neural networks + t-SNE
- Review of neural networks (9:45)
- Shortcomings of ordinary neural nets (24:16)
- Convolutional layers (36:13)
- Visualizing what convnet layers learn (51:07)
- Deepdream, style transfer, variational autoencoders (54:12)
- Overview of recurrent neural nets (1:11:21)
- t-SNE embedding of images in 2d (1:24:58)
- Embedding text articles with t-SNE (e.g. political ideologies) (1:42:52)
- Audio t-SNE: embedding audio samples in 2d (1:53:22)
- Tutorial: how to make a t-SNE of images (2:20:19)