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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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      Jason Antic‏ @citnaj Aug 18
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      4/ Since then, time and time again, it has paid off for me, big time, to simply remember to look where others aren't looking, and to prioritize actual observation over trying uncritically assume that smarter people have already covered the territory and are right.

      12:23 AM - 18 Aug 2020
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      • Ceshine Lee Marcus Baw Deep Fella Nishant Sinha Sayan Goswami Klaus H. Strobl niallmclaughlin Maxime Lenormand Daniel O'Connor
      3 replies 4 retweets 46 likes
        1. Jason Antic‏ @citnaj Aug 18
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          5/ I just find this incredibly interesting- the subject of how exactly progress in science, tech and culture -actually- happens. I think it has a lot more to do with being ok with "oopsies", asking the right questions, and exploration rather than trying to be right and clever.

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        1. Neil Morrow‏ @mrneilmorrow Aug 18
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          Replying to @citnaj

          Thanks. I think you've got everything covered! 🤣

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        1. Jason Antic‏ @citnaj Aug 18
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          "over trying uncritically assume" Oh that's another thing I find interesting- how brain glitches happen. This one is hardcore bizarre. I swear I try to proofread 🤣🤣

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