Episode #2: DALL-E and friends in image generation

Deep Learning Deep Dive

Andrej Karpathy and Justin Johnson deep dive into OpenAI's DALL-E and use it as an anchor point to recurse into some of the recent work in AI on image generation. Approximate agenda:

DALL-E Blog Post:
https://openai.com/blog/dall-e/

ImageGPT
https://openai.com/blog/image-gpt/

VQ-VAE
https://arxiv.org/abs/1711.00937

VQ-VAE-2
https://arxiv.org/abs/1906.00446

Gumbel-Softmax / Concrete Distribution
https://arxiv.org/abs/1611.01144
https://arxiv.org/abs/1611.00712

VQGAN
https://arxiv.org/abs/2012.09841

Andrej's attempted re-implementation of VQVAE and GumbelSoftmax:
https://github.com/karpathy/deep-vector-quantization/blob/main/model.py

You can see a video version of this episode on YouTube:
https://www.youtube.com/watch?v=gMc90bqHMSM

We reached out to all speakers and obtained their written consent to appear in this recording.