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citnaj's profile
Jason Antic
Jason Antic
Jason Antic
@citnaj

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Jason Antic

@citnaj

Obsessively pursuing the perfection of image and video colorization/restoration using deep learning. Creator of DeOldify.

Ocean Beach, San Diego
deoldify.ai
Joined January 2010

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    1. Jason Antic‏ @citnaj Aug 18
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      1/ In putting together rough ideas for a DeOldify talk tonight, I was reminded of a key insight/approach that has really paid off over the years. And that is: People do research. And people- even the smartest people- are prone to less than optimal problem solving behaviors.

      2 replies 9 retweets 71 likes
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    2. Jason Antic‏ @citnaj Aug 18
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      2/ e.g. Why weren't pretrained Unets or transfer learning employed in GANs in late 2018 for GANs? Probably simply because nobody else was doing it- lack of social validation. It certainly wasn't hard to come up with a proof of concept, especially for a fresh MOOC grad like me.

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    3. Jason Antic‏ @citnaj Aug 18
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      3/ Same thing seems to have happened with NLP and transfer learning- see ULMFiT and the resulting NLP revolution. You can even say the same thing for neural networks themselves. They didn't even teach them when I took my computer vision and AI university classes in 2004-2005.

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    4. Mark Sugrue‏ @marksugruek Aug 18
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      Replying to @citnaj

      I took a class on NN in 2004. They were interesting but kind of useless as computers weren't powerful enough yet.

      1 reply 0 retweets 1 like
      Jason Antic‏ @citnaj Aug 18
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      Replying to @marksugruek

      Yeah I get that- it was even before CUDA. But there was already reason to believe at that point that they were powerful and there were already practical demonstrations of this.

      12:40 AM - 18 Aug 2020
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