The Neural Aesthetic @ ITP-NYU, Fall 2018
Lecture 8: Recurrent neural networks [11/6/2018]
[Slides]
- Limitations of feedforward networks (3:10)
- Recurrent neural networks (5:45)
- RNN for text characters (9:47)
- Sequence-to-sequence models (14:31)
- Image-to-text (17:36)
- Dense captioning (25:21)
- Text-to-image (28:30)
- im2txt tutorial & scenescoop (32:13)
- LSTM (48:24)
- char-rnn examples/hacks (53:32)
- char-rnn tutorial (1:18:23)
- Sketch-RNN (1:31:57)
- Sketch-RNN tutorial (1:46:38)
- Other RNN projects (2:02:02)
- Attention, NTMs, and misc topics (2:07:23)
- Sampling from char-rnn (2:12:06)