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Prikvačeni tweet
What I did this decade: Started college @ 7
@TEDx talk @ 9 High school grad @ 10 Participated on Child Genius Appeared on@TeamCoco Community college grad @ 11@ucdavis@UCDavisBME grad @ 14 Joined PhD program @ UCD Looking forward to the next decade! Happy New Year#2020NewYearpic.twitter.com/QZRdR2SeNn
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Today's a special day! It's an international
#PalindromeDay 02/02/2020 which is a#palindrome day in all date formats! The last time this occured was 909 years ago and it will happen again in 101 years! Have fun!Hvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Happy 28th anniversary to our cool, awesome, and young-at-heart parents!
@sopranotiarapic.twitter.com/FMM0Pbtg2X
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cc:
@jeremyphoward this thread might be of interest to you.@anantm you probably already know about this, but thought I'd still share.Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
PS. I almost forgot to link the paper! Also want to clarify this isn't my work, but my PhD advisor's work published 5 years ago. But I still thought it is very interesting work and worth sharing!https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0141357 …
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I focus on applying deep learning to both analyze and enhance images obtained from our
with the goal of hopefully integrating these technologies into a clinical pathologist's workflow. (11/11)Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
While it was a fun experiment that
@rml52 loves to highlight to newcomers of the field/lab, we currentlywork on something a little different. Our lab is instead focused on developing novel microscopy technologies like MUSE (@natBME). (10/11)pic.twitter.com/LJrQD9JK6s
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In conclusion, pigeons aren't going to replace pathologists anytime soon but perhaps they are a good baseline to compare ML algorithms too
(9/11)Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
There were some experiments with training pigeons to diagnose from mammograms, but training took much longer and the pigeons failed on the test set, indicating the pigeons probably were only able to memorize the images. (8/11)
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Surprisingly, a lot of the images the pigeons failed at were truly difficult images that even pathology residents would struggle with. In particular, they failed at cases where the cancerous tissue had similar characteristics as normal tissue, and vice versa. (7/11)
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Finally, the commonly used ML technique of ensembling also works with pigeons! The scores of four pigeons were ensembles, obtaining an AUC of 0.99! (6/11)pic.twitter.com/vaG6g33rn9
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To understand what kinds of features the pigeons could be using, the pigeons were also trained on monochrome images (no color info) and performed decently as well. This could indicate that pigeons rely on textural cues, like some common deep learning algorithms as well. (5/11)pic.twitter.com/9ydubPG1Xh
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The pigeons were trained on 144 images (4x magnification) over a course of 15 days. Accuracy started at 50% (random) and ended up at 85%. Interestingly, performance on rotated and unseen test images was high, indicating generalizability. (4/11)pic.twitter.com/6PdEUuBKyz
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The pigeons were placed in an apparatus and the
image was shown to the pigeons on a touchscreen. The pigeons were given food if they pressed the correct button on the screen. (This is opposed to regular pathologists who are not given free food when analyzing images!) (3/11)pic.twitter.com/x2nTUI6HkO
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My PI often likes to say AI stands for avian intelligence. And indeed his paper shows pigeons can learn the difficult task of classifying the presence of breast cancer in histopathological images. (2/11)
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Saw few tweets on pigeon-based classification of breast cancer (
@tunguz@hardmaru,@Dominic1King, & ML Reddit), which was published in 2015. I work with the legend himself@rml52! I thought for my 1st Twitter thread I'd go over the papers's main points & our current work! (1/11)Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Happy
#ChineseNewYear
#YearoftheRat2020 (shot during our layover at@hkairport couple weeks ago early January)pic.twitter.com/wkiOeywD4D
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An AI Epidemiologist Sent the First Warnings of the Wuhan Virus https://www.wired.com/story/ai-epidemiologist-wuhan-public-health-warnings/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned … via
@wiredHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
Congrats to sis
@sopranotiara , graduating high school at 13
!! Officially a full time college student now! Good luck w/16 semester units! @ABC10@FOX40@CBSNews@kcranews@sacbee_news@NBCNews@KTLA@latimes@AmericanMensa#ptk#runsinthefamily#influencer#firstdayofschoolpic.twitter.com/wKYNarT2a1 – mjesto: American River College: Music Department
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It was indeed a busy decade! Excited for upcoming opportunities!
#DecadeInReview@UCDavisCOE@AmericanMensa@Chancellor_May@AcademicChatter@UofCalifornia@UCDavisGrad@phikappaphi@PhiBetaKappa@PHITHETAKAPPA@TauBetaPiPrikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi -
@jeremyphoward thank you for retweeting and sharing my story with others!Prikaži ovu nitHvala. Twitter će to iskoristiti za poboljšanje vaše vremenske crte. PoništiPoništi
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|11 yr old college