Deep Learning Deep Dive
Deep Learning Deep Dive
Deep Learning Deep Dive
Episode #2: DALL-E and friends in image generation
1 hour 51 minutes Posted Feb 24, 2021 at 4:54 pm.
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Show notes

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.