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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 Oct 25
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      Jason Antic Retweeted Jason Antic

      This isn't really anything against W&B- it's very nice and polished. I'm really just advocating critical thinking about your process.https://twitter.com/citnaj/status/1320443311845302272 …

      Jason Antic added,

      Jason Antic @citnaj
      Replying to @andrew_sears
      One more thing: I've tried W&B but I found I was running into a case of having a whole bunch of data that was both overwhelming and almost entirely meaningless. I think what's more important anyway is development an intuition for what works and what doesn't by -doing-.
      1 reply 2 retweets 13 likes
    2. Jeremy Howard‏ @jeremyphoward Oct 25
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      Replying to @citnaj

      I think if one is going to use an experiment tracking UI, W&B might be the best choice. But *all* experiment tracking UIs I've seen are really distracting, and aren't a replacement for thinking carefully about what you actually want to analyze, and the best way to analyze that

      3 replies 3 retweets 28 likes
    3. Jeremy Howard‏ @jeremyphoward Oct 25
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      Replying to @jeremyphoward @citnaj

      Pretty much every early practitioner I've watched, however, uses an experiment tracking UI. They're very tempting!

      4 replies 0 retweets 4 likes
    4. Wayde Gilliam‏ @waydegilliam Oct 26
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      Replying to @jeremyphoward @citnaj

      What do you cats think about hyperparam tuning like optuna and raytune? Esp in terms of real world problem solving vs kaggle comps.

      2 replies 0 retweets 1 like
    5. Jason Antic‏ @citnaj Oct 26
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      Replying to @waydegilliam @jeremyphoward

      Just speaking for myself, I'm inclined to just do enough tuning on hyperparameters so that I'm not shooting myself in the foot with something super sub-optimal. But the bigger and more worthwhile gains have been in focusing on the bigger picture stuff, imho. 1/

      1 reply 2 retweets 31 likes
    6. Vlad Iliescu‏ @vladiliescu Oct 27
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      Replying to @citnaj @waydegilliam @jeremyphoward

      Yeah, I'd say part of what makes hyperparameter tuning so seductive is that it keeps you busy enough to avoid having to think about the big picture, while still being able to justify your time spent on this. Just like in that classic @xkcd on compiling 🙂pic.twitter.com/m74HaEoDwi

      3 replies 7 retweets 61 likes
      Jason Antic‏ @citnaj Oct 27
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      Replying to @vladiliescu @waydegilliam and

      Wow, yes, I think this is a great way to put it!

      12:46 AM - 27 Oct 2020
      • 3 Likes
      • Wayde Gilliam Dayyan Smith Vlad Iliescu
      0 replies 0 retweets 3 likes

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