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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 9 Jul 2019
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      Jason Antic Retweeted Rachael Tatman

      You can actually do awesome state of the art work with humble resources! DeOldify models are trained on a single GeForce 1080TI. I make it a point to try harder on optimization if I’m tempted to get more hardware. It has worked out wonderfully.https://twitter.com/rctatman/status/1148648091345543168 …

      Jason Antic added,

      Rachael Tatman @rctatman
      Estimates of the training cost (in US dollars) of a few SOTA NLP models. 😬https://link.medium.com/hlu71MTTRX 
      4 replies 21 retweets 109 likes
      Show this thread
    2. Jonathan Fly  👾‏ @jonathanfly 9 Jul 2019
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      Replying to @citnaj

      The 1080Ti has been amazing, it's fast enough for most things, I just wish they'd release another consumer card with >11 gigs of memory. When I just full-stop can't run something is the only time I feel limited by it.

      2 replies 0 retweets 5 likes
    3. Peter Baylies‏ @pbaylies 9 Jul 2019
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      Replying to @jonathanfly @citnaj

      I've been happy with my 2080Ti, and remember there's also fp16, and techniques like https://github.com/cybertronai/gradient-checkpointing …

      1 reply 2 retweets 2 likes
    4. neurokinetikz‏ @neurokinetikz 9 Jul 2019
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      Replying to @pbaylies @jonathanfly @citnaj

      fp16 is a gamechanger, with 2x 2080ti’s, it flies, puts 1024 in comfortable range of about a week 😁

      1 reply 0 retweets 4 likes
      Jason Antic‏ @citnaj 9 Jul 2019
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      Replying to @neurokinetikz @pbaylies @jonathanfly

      Indeed- this works great on 1080TIs as well. @fastai made it super easy.

      7:39 PM - 9 Jul 2019
      • 3 Likes
      • neurokinetikz Peter Baylies Jonathan Fly 👾
      1 reply 0 retweets 3 likes
        1. Jeffrey 杰弗瑞‏ @tomcocobrico 9 Jul 2019
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          Replying to @citnaj @neurokinetikz and

          I felt like the 2080 should have had 11/12 gigs and 2080ti should go with 16 gigs. Was quite disappointed by nvidia. Gave me no reason to upgrade from my 1080ti

          0 replies 0 retweets 3 likes
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