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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 15 Dec 2019
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      1/ For every idea I have that actually works when researching and developing DeOldify, many, many more fail. One of the most important skills I've had to develop over the past year which is very different from software engineering is getting used to being wrong as the norm.

      6 replies 48 retweets 280 likes
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    2. Jason Antic‏ @citnaj 15 Dec 2019
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      2/ It's one thing to be wrong occasionally (as in software engineering) and to swallow your pride, correct course and move on. But having that be the norm can really be demoralizing.

      1 reply 1 retweet 33 likes
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    3. Jason Antic‏ @citnaj 15 Dec 2019
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      3/ It's tempting to fall in love with ideas and to start looking for evidence that you're right (confirmation bias) instead of trying to uncover the very likely scenario that you're wrong. This is a constant battle for me. I'd imagine this is true for others as well.

      2 replies 3 retweets 50 likes
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    4. Lana Sinapayen‏ @sina_lana 15 Dec 2019
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      Replying to @citnaj

      Lana Sinapayen Retweeted

      Tweet (1) is explained by the fact that you're not doing engineering anymore... It's one of the biggest signs that you've stepped into the room just next to it: science. In fact, tweet (2) is the only thing I need to know to say you're doing science 😅 https://twitter.com/sina_lana/status/948940496268804096?s=19 …

      Lana Sinapayen added,

      This Tweet is unavailable.
      2 replies 0 retweets 5 likes
    5. Jason Antic‏ @citnaj 15 Dec 2019
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      Replying to @sina_lana

      I've seen this pinned tweet before- really really like it. I do feel like this is good advice that extends outside of strictly science because really- things generally go better when you follow the evidence. "Good decisions end when...." etc

      1 reply 1 retweet 2 likes
    6. Lana Sinapayen‏ @sina_lana 15 Dec 2019
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      Replying to @citnaj

      Lana Sinapayen Retweeted Lana Sinapayen

      This discussion reminds me of the "good vs bad test" discussion. Once you're optimizing for a measure (eg "being right") rather than for the actual goal (eg "knowledge"), you'll lose a lot of time as soon as measure and goal inevitably start diverging.https://twitter.com/sina_lana/status/1205677284591460352?s=19 …

      Lana Sinapayen added,

      Lana Sinapayen @sina_lana
      Trying to come up with an actionable definition. For example, a definition like "A good test is a test where failing saves you time down the road" is fun because you could think about *evolving* good tests 🤯 https://twitter.com/sina_lana/status/1205673824689065985 …
      1 reply 0 retweets 4 likes
      Jason Antic‏ @citnaj 15 Dec 2019
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      Replying to @sina_lana

      That's a great connection there. I've actually said before in a tweet that I think overly simplistic measures are causing a lot more problems than we're recognizing. This subject is near and dear to my heart. Adding ego as a category of "simplistic measures"- that's insightful!

      3:54 AM - 15 Dec 2019
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      • Andrey Kurenkov 🤖 Peter Baylies Lana Sinapayen
      0 replies 0 retweets 3 likes

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