ITP Camp :: 6/4/2016
The Neural Aesthetic
- ML circa 2010 + music info retrieval (11:10)
- From perceptrons to deep neural nets (27:25)
- Convolutional neural networks (1:04:12)
- Convolution demo end to end (1:21:20)
- Visualizing activations and synthesizing classes (1:34:23)
- Deepdream and style transfer (1:45:35)
- Video style transfer with optical flow (2:04:08)
- t-SNE on images and text (2:12:41)
- Generative models + DCGANs (2:22:19)
- Recurrent neural networks, game AI + RL (2:31:39)
- Recent developments + real-time style transfer (2:40:48)