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헬스케어 데이터 실습

Wonjun Hong
October 19, 2019
Technology
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1k

헬스케어 데이터 실습

2019 데이터야놀자

Wonjun Hong

October 19, 2019
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Transcript

  1. 2019 ؘ੉ఠঠ֥੗ ೾झாযؘ੉ఠपण ۄੋਖझഘਗળ ؘ੉ఠঠ֥੗

  2. 2019 ؘ੉ఠঠ֥੗  )POH8POKVO -JOFXBMLT*OD ೾झாযؘ੉ఠ੹ޙझఋ౟সۄੋਖझীࢲ ؘ੉ఠܳ࠙ࢳೞҊ੓णפ׮ .BTUFST%FHSFF #SBJOBOE$PHOJUJWF&OHJOFFSJOH #BDIFMPST%FHSFF

    $PNQVUFS4DJFODF  #MPHIUUQTIPOHXPOKVOHJUIVCJP -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO

  3. 2019 ؘ੉ఠঠ֥੗  ֙ߊ಴۽೾झாযؘ੉ఠܳࣗѐ೮঻णפ׮ https://speakerdeck.com/hongwonjun/the-next-big-thing-in-data-healthcare 2019 ؘ੉ఠঠ֥੗

  4. 2019 ؘ੉ఠঠ֥੗  ੿ܻೞݶ੉۠ղਊੑפ׮ زܐܳҳೞҊ੓णפ׮ ৈ੹൤ҳೞҊ੓णפ׮ ೾झாযؘ੉ఠ࠙ঠח࠺੹੉੓Ҋݒ۱੓ח࠙ঠੑפ׮

  5. 2019 ؘ੉ఠঠ֥੗  ੘֙ߊ಴੉റ"QQMF https://developer.apple.com/videos/play/wwdc2018/706/ https://www.apple.com/healthcare/health-records/

  6. 2019 ؘ੉ఠঠ֥੗  ੘֙ߊ಴੉റ(PPHMF https://cloud.google.com/healthcare/

  7. 2019 ؘ੉ఠঠ֥੗  ੘֙ߊ಴੉റ"NB[PO https://aws.amazon.com/comprehend/medical/

  8. 2019 ؘ੉ఠঠ֥੗  ੘֙ߊ಴੉റ'%" https://www.fda.gov/science-research/science-and-research-special-topics/real-world-evidence 38% 3FBM8PSME%BUBपઁ੐࢚੗ܐ  ׮নೠ੗ܐਗਸా೧ࣻ૘ػജ੗৬ҙ۲ػпઙؘ੉ఠ ׮নೠ੗ܐਗ

    ߽ਗ੄&.3&)3 Ѥъࠁ೷୒ҳ੗ܐ ੄ܐӝҙࡺ݅ইפۄ4/4աਝয۞࠶ݽ߄ੌ٣߄੉झ١ਵ۽ࠗఠࣻ૘غחؘ੉ఠ 38& 3FBM8PSME&WJEFODFपઁ੐࢚ӔѢ  38%੄࠙ࢳਸా೧঳য૓੄ডಿ١੄ࢎਊ߂ਫ਼੤੸ੋਬ੊ࢿҗਤ೧ࢿীҙೠ੐࢚੸ੋૐѢ

  9. 2019 ؘ੉ఠঠ֥੗  ੘֙ߊ಴੉റ ֎੉ߡ ؀ਔઁডҗr׮աইؘ੉ఠsࢸ݀ ࣁ࠳ۆझh஠஠য় ೾झாযরై੗ഈড ۄੋ ੌࠄ੄ܐ੹ޙ೒ۖಬӝস.৬೤੘ߨੋrۄੋ೾झாযsܳࢸ݀

  10. 2019 ؘ੉ఠঠ֥੗  ࠺੹زೱ١ਸ҅ࣘসؘ੉౟ೞҊ੓णפ׮ https://linewalks.com/blog https://speakerdeck.com/hongwonjun

  11. 2019 ؘ੉ఠঠ֥੗  ߊ಴റо੢݆੉߉ח૕ޙ੉੓णפ׮ ؘ੉ఠܳয٣ࢲ঳աਃ যڌѱ೧ࠅࣻ੓աਃ 2019 ؘ੉ఠঠ֥੗

  12. 2019 ؘ੉ఠঠ֥੗  Ӓېࢲয়ט੄੉ঠӝח ૘ীࢲبೡࣻ੓ח ೾झாযؘ੉ఠपण 2019 ؘ੉ఠঠ֥੗

  13. 2019 ؘ੉ఠঠ֥੗  য়טࢎਊ೧ࠅؘ੉ఠ MIMIC-III • 2001֙ࠗఠ 2012֙ (ߑޙզ૞ ࠺ध߹ച

    غয ੓਺) • Beth Israel Deaconess Medical Center • ઺ജ੗प (ICU) ী ੑਗ೮঻؍ ജ੗ٜ ੄ ؘ੉ఠ • ജ੗ ࣻח ড 4݅ݺ ੉࢚ • EMR ؘ੉ఠ https://mimic.physionet.org/

  14. 2019 ؘ੉ఠঠ֥੗  &MFDUSPOJD.FEJDBM3FDPSE੄ড੗ &)3 &MFDUSPOJD)FBMUI3FDPSE ੉ۄҊبࠛܿ ߽ਗীࢲॳ੉חदझమীࢲӝ۾غחؘ੉ఠܳాட ൔ൤੉ঠӝೞח੄ܐؘ੉ఠ &.3ؘ੉ఠ

  15. 2019 ؘ੉ఠঠ֥੗  https://github.com/search?q=mimic3 ҕѐػؘ੉ఠ੉ӝٸޙীۨಌ۠झب݆णפ׮ ҕѐػ࠙ࢳ௏٘ पઁࢎਊоמ https://google.com пઙ֤ޙҗ࠶۽Ӓನझ౟ ࠙ࢳߑߨҗࢿמ

  16. 2019 ؘ੉ఠঠ֥੗  ؀ഥبৌ݀פ׮ http://datathon.konect.or.kr/

  17. 2019 ؘ੉ఠঠ֥੗  ؘ੉ఠী؀ೠҕधޙࢲ੄௬ܻ౭оҭ੢൤֫णפ׮ https://mimic.physionet.org/about/mimic/

  18. 2019 ؘ੉ఠঠ֥੗  .*.*$***׮਍۽٘߉ӝ https://mimic.physionet.org/ ৡۄੋਵ۽ҙ۲Үਭ੉ࣻറ ׮਍۽٘оמ೤פ׮

  19. 2019 ؘ੉ఠঠ֥੗  .*.*$***%#ীࣁ౴ೞӝ https://linewalks.com/archives/6198

  20. 2019 ؘ੉ఠঠ֥੗  .*.*$***ਵ۽о੢݆੉ಽযղחޙઁٜ Prediction пઙ Event ৘ஏ ࢎݎ, ੤ߊ,

    ੤ੑਗ, ࣻࣿ ৈࠗ ١ ӝઓ ؘ੉ఠী ӝ߈ೞৈ ജ੗ীѱ ߊࢤೞח ׮ܲ ੉߮౟ܳ ৘ஏ ੗োয୊ܻ Medical Note ഝਊ Medical Note ৬ пઙ ׮ܲ ࣻ஖ٜр੄ Matching ਸ ాೞৈ ੗োযܳ Structure ؘ੉ఠ۽ ߸ജ Clustering ਬࢎജ੗ ఐ࢝ ജ੗ٜ੄ ؘ੉ఠܳ ӝ߈ਵ۽ ਬࢎജ੗ܳ ఐ ࢝, ੉ܳ ా೧ ࠺त೮؍ ജ੗ܳ ଺Ҋ ৘റ ৘ஏ ١੄ ӝמਸ ࣻ೯

  21. 2019 ؘ੉ఠঠ֥੗  ੌ߈੸ੋ૓೯1SPDFTT Start Finish ࢎਊೡ ߸ࣻ ఐ࢝ যځೠ

    ߸ࣻܳ ࢎਊೞৈ ޙઁܳ ೧Ѿೡ૑ ఐ࢝ೞҊ Ѿ੿ೞח җ੿ ୊਺ਵ۽ ֎?!?! ఋѶ ੿੄ ߂ ۄ݂߰ ޖ঺ਸ ৘ஏೡ૑ ܳ ੿ೞҊ ੉ܳ ۄ݂߰ೞח җ੿ ݽ؛݂ যځೠ ݽ؛ਸ ࢎਊೡ૑ Ѿ੿ೞח җ੿ ജ੗ҵ (Cohort) ੿੄ যڃ ؘ੉ఠࣇਵ۽ ૓೯ೡ Ѫੋ૑ Ѿ੿ೞח җ੿

  22. 2019 ؘ੉ఠঠ֥੗  ജ੗ҵ $PIPSU ੿੄ ੹୓ജ੗ҵ ૕߽ ׮নೠݓۅ੄ؘ੉ఠоݽৈ੓ਵ޲۽ ജ੗ҵ੄ઑѤਸ੿੄೧ঠೣ

     ইې৬э਷ઑѤਸױࠂࣻѐ۽ࢎਊೞৈജ੗ҵਸ੿੄ೣ  ജ੗੗୓੄ઑѤ ա੉ ࢿ߹   ౠ੿૕߽ FYबആҙ૕ജ ׼ַ١   ౠ੿੄ডಿࠂਊৈࠗ  ౠ੿஖ܐߑߨࣻࣿ੸ਊৈࠗ ੜݽܰѷਵݶੌױ੹୓ജ੗ܳ؀࢚ਵ۽द੘ೞ੗ ୊஖ߑߨ

  23. 2019 ؘ੉ఠঠ֥੗  ജ੗ҵ $PIPSU ੿੄ ੑਗਸ೧ঠృਗ৘ஏਸೡࣻ੓׮ /ੌղ੤ੑਗ੉ۄݶযڌѱೡө ృਗਸ೧ঠ੤ੑਗਸ৘ஏೡࣻ੓׮ ృਗ

    ੑਗ ੑਗ

  24. 2019 ؘ੉ఠঠ֥੗  ജ੗ҵ $PIPSU ੿੄ ੹୓ؘ੉ఠܳӝ߈ਵ۽द੘ೡٸ઱੄੼ ৘࢚৻۽ नࢤই /&8#03/

    ؘ੉ఠо݆׮  ࢿמ੉ੜաয়૑ঋח׮ݶҊ۰೧ࠅࢎ೦

  25. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰ যځೠ੉߮౟ܳ৘ஏೡѪੋоܳ੿ೞחױ҅

  26. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰&YBNQMF ࢎݎ ઺ਃೞפө  PS ࠁా਷ౠ੿ઑѤ੄ઑ೤ FY਽әੑਗറब੢ࣻࣿदࣿ

    $"#(1$*  PS ࢤпࠁ׮݆਷ޙઁ ృਗറੌղ੤ੑਗ

  27. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰)PX ృਗറੌղ੤ੑਗਸ৘۽ٜ੗ݶ 

  28. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰)PX ࢎݎ੉߮౟੄҃਋ ࢎݎറ੤ߑޙೞח҃਋о੓਺ .*.*$ؘ੉ఠ੄ౠ੉ࢎ೦੢ӝ੉ध

  29. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰ജ੗߹੿۳৘

  30. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰ߑޙ߹੿۳৘

  31. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰զ૞߹੿۳৘

  32. 2019 ؘ੉ఠঠ֥੗  ఋѶ੿੄߂ۄ݂߰दр߹੿۳৘

  33. 2019 ؘ੉ఠঠ֥੗  ࢎਊೡ߸ࣻࢶఖ ࢗ૕੄द੘ ࣛ૒൤ ੄೟૑ध੉੓ਵݶજӝחೣ ೞ૑݅ بݫੋ૑ध੉ਬܻೞ૑ঋ਷࠙ঠחহ਺ ؘ੉ఠחؘ੉ఠ۽ࠁ੗

  34. 2019 ؘ੉ఠঠ֥੗  ࢎਊೡ߸ࣻࢶఖؘ੉ఠחؘ੉ఠ۽ࠁҊࢎਊೞ੗ ؘ੉ఠ੿ӏച 0OFIPU&ODPEJOH  ߓ਍Ѫٜਸॳݶؾפ׮

  35. 2019 ؘ੉ఠঠ֥੗  ࢎਊೡ߸ࣻࢶఖ઱੄ೡ੼ ઙઙ৘ஏೞ۰ח੿ࠁ : ৬э਷੿ࠁܳ߸ࣻ 9 ۽ࢎਊ 

    FY:Ҋആ঑ߊࢤৈࠗ9ആ঑  ࢿמ੉ਘ١ೞѱաয়ח҃਋ഛੋೡѪ

  36. 2019 ؘ੉ఠঠ֥੗  ࢎਊೡ߸ࣻࢶఖ੉۠ݽনਸٜ݅ѱؾפ׮

  37. 2019 ؘ੉ఠঠ֥੗  ࢎਊೡ߸ࣻࢶఖ Ҋә ੐߬٬ਸాೠ௏٘߸ജ 4LJQHSBN IUUQTMJOFXBMLTDPNBSDIJWFT

  38. 2019 ؘ੉ఠঠ֥੗  ݽ؛ࢶఖ ަೞٚই૒਷௾࢚ҙ੉হ਺ -JOFBS3FHSFTTJPOࠗఠद੘೧بؾפ׮ ݽ؛ࢶఖ੉য۵׮ݶ-JHIU(#.ܳ୶ୌ٘݀פ׮

  39. 2019 ؘ੉ఠঠ֥੗  ୊਺ਵ۽ ަށۋ׮חѢ୊ۢӒې  ׮ؘܲ੉ఠ୊ܻ೐۽ࣁझ৬эणפ׮

  40. 2019 ؘ੉ఠঠ֥੗  ୊਺ਵ۽ ృਗറੌ੉ղ੤ੑਗਵ۽ࠌਸٸ "630$_੿بݶળࣻೠಞਵ۽ࠅࣻ੓਺ ੉ೞݶޥоੜޅೞҊ੓חѪ ੉࢚੉ݶޥоੜޅೞҊ੓חѪ  

    ੜޅೞҊ੓חѢইפݶ੷൞ഥࢎী੉۱ࢲ৬ೣԋࠁղ઱ࣁਃ

  41. 2019 ؘ੉ఠঠ֥੗  Ӓېࢲয়ט੄੉ঠӝח ૘ীࢲبೡࣻ੓ח ೾झாযؘ੉ఠपण 2019 ؘ੉ఠঠ֥੗

  42. 2019 ؘ੉ఠঠ֥੗  ੿ܻೞݶ੉۠ղਊੑפ׮ زܐܳҳೞҊ੓णפ׮ ೾झாযؘ੉ఠب׮ؘܲ੉ఠ৬׮ܰ૑ঋणפ׮੉ઁ૒੽೧ࠁࣁਃ

  43. THANK YOU FOR WATCHING! Linewalks Inc. https://linewalks.com https://facebook.com/linewalks