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의료 데이터 101

Wonjun Hong
September 27, 2019
Technology
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100

의료 데이터 101

Data Playground at 7: Healthcare and Surgical Vision - Guest spot

Wonjun Hong

September 27, 2019
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Transcript

  1. linewalks.com Data Playground @ 7 ੄ܐؘ੉ఠ ۄੋਖझഘਗળ

  2. linewalks.com Data Playground @ 7 2 উ֞ೞࣁਃ ഘਗળੑפ׮ ೾झாযؘ੉ఠझఋ౟সۄੋਖझীࢲ
 )FBMUIDBSF%BUB4FSWJDFٜܳ݅Ҋ੓णפ׮

    #MPHIUUQTIPOHXPOKVOHJUIVCJP -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO

  3. linewalks.com Data Playground @ 7 3 য়ט੉ঠӝ ੉ঠӝ ೞ૑ ঋਸ

    Ѫ ੄೟ ੉ঠӝ ࢲߡ ইఃఫ୊ ੉ঠӝ ٩۞׬, ݠन۞׬ ݽ؛ ੉ঠӝ ੉ঠӝ ೡ Ѫ ੄ܐ ؘ੉ఠ ੉ঠӝ ੄ܐ ؘ੉ఠ৬ োҙػ ୭Ӕ ൒ܴ ੉ঠӝ ੄ܐؘ੉ఠ۽ ಽযࠌ؍ ޙઁ ੉ঠӝ

  4. Data Playground @ 7 linewalks.com 4 ੉ঠӝীখࢲ'30.#*(%"5"50"* ؘ੉ఠܳ ऺইࢲ ੋࢎ੉౟ܳ

    ঳ח׮ ݓ઱৬ ӝ੷ӈ١नചٜҗೣԋؘ੉ఠܳऺҊऺҊ ऺҊऺҊ #*(%"5" 4503"(& 2012~ ۄૉܻ߬౵੉١пઙࣗഋ1$١җೣԋࣃ ࢲ ೞ٘ਝয੄ ഐട 'JUCJU ١ झ݃౟ਕ஖੄ ࠁәചоद੘ؘ੉ఠܳࢤࢿೞӝद੘ *05 4&/403 2014~ (16 ೐۽Ӓې߁ਵ۽ ো࢑җ੿੉ ࡈۄ૗ ঌ ౵Ҋ੉റੌ߈ੋীѱঌ۰૑ݴ٩۞׬੄द ؀оৌܿ %&&1-&"3/*/( (16 2016~ Source: hadoop.apache.org Source: hadoop.apache.org Source: artificial-intelligence.blog

  5. Data Playground @ 7 linewalks.com 5 ੉ঠӝীখࢲؘ੉ఠ୊ܻӝࣿ ؘ ੉ ఠ

    ࢤ ࢿ / ࣻ ૘ ؘ ੉ ఠ ੹ ୊ ܻ / ੿ ઁ ؘ ੉ ఠ ੷ ੢ ؘ ੉ ఠ ఐ ࢝ ؘ ੉ ఠ ࠙ ࢳ / ৘ ஏ ؘ ੉ ఠ द п ച / ࢲ ࠺ झ ؀ࠗ࠙ ࢤпೞח AI ח ৈӝ ؘ੉ఠחпױ҅݃׮о஖о؊೧૓׮

  6. linewalks.com Data Playground @ 7 &.3ؘ੉ఠ ੄ܐ৔ؘ࢚੉ఠ ੄ܐݺࣁࢲؘ੉ఠ ਬ੹୓ؘ੉ఠ য়ט׮ܖযࠅؘ੉ఠ

  7. linewalks.com Data Playground @ 7 7 ੄ܐݺࣁࢲؘ੉ఠ ജ੗ ߽ਗ ࠁ೷ഥࢎ

  8. linewalks.com Data Playground @ 7 8 ੄ܐݺࣁࢲؘ੉ఠ੄ҳࢿ https://opendata.hira.or.kr/op/opb/selectHelhMedDataView.do ઱ਃప੉࠶ҙ҅ب<Ѥъࠁ೷बࢎಣоਗ>

  9. linewalks.com Data Playground @ 7 9 ੄ܐݺࣁࢲؘ੉ఠ੄ҳࢿ ߽ਗҗജ੗ী؀ೠ੿ࠁ࠺ध߹ചػ׮ ־о־ҷ஖ܐ೮ח૑ ஖ܐ೯ਤ৬୊ߑೠডী؀ೠ੿ࠁ

    যڌѱ஖ܐ೮ח૑ ૓ױೠ૕߽ী؀ೠ੿ࠁ ৵஖ܐ೮ח૑ п஖ܐ೯ਤైৈػডী؀ೠ࠺ਊ੿ࠁ ࠺ਊ੉঴݃աߊࢤ೮ח૑

  10. linewalks.com Data Playground @ 7 10 ੄ܐݺࣁࢲؘ੉ఠ੄ೠ҅৬ъ੼ ઁೠ੸ੋ੿ࠁ۝  ѨࢎѾҗী؀ೠ੿ࠁࠗ੤

     ֙ױਤ۽୶୹ઁҕ  әৈ೦ݾ݅ࣻ૘ؽ $PEFS੄ݾ੸ীٮۄपઁ੿ࠁ৬ର੉ बಣ੄೟  ೠ҅ ࠺Ү੸ؘ੉ఠഋध੉੿ӏചغয੓਺ ੄ܐ࠺ܳ૒੽ݽ؛݂ೡࣻ੓חѢ੄ਬੌೠ ؘ੉ఠ ъ੼

  11. Data Playground @ 7 linewalks.com 11 ੄ܐݺࣁࢲؘ੉ఠ http://opendata.hira.or.kr ജ੗಴ࠄؘ੉ఠѐߑ<Ѥъࠁ೷बࢎಣоਗ> Data

    Playground @ 7

  12. linewalks.com Data Playground @ 7 12 ੄ܐݺࣁࢲؘ੉ఠ࠙ࢳਸਤೠݫఋؘ੉ఠࣻ૘

  13. Data Playground @ 7 linewalks.com 13 ੄ܐݺࣁࢲؘ੉ఠ࠙ࢳ৘ز߈࢚߽ҵ૘࠙ࢳ Data Playground @

    7

  14. Data Playground @ 7 linewalks.com 14 ੄ܐݺࣁࢲؘ੉ఠ࠙ࢳ৘୊ߑಁఢ࠙ࢳ Data Playground @

    7

  15. Data Playground @ 7 linewalks.com 15 ੄ܐݺࣁࢲؘ੉ఠ࠙ࢳ৘୊ߑಁఢ࠙ࢳ Data Playground @

    7

  16. Data Playground @ 7 linewalks.com 16 ੄ܐݺࣁࢲؘ੉ఠ࠙ࢳ৘੄ডಿ୊ߑఐ࢝ Data Playground @

    7

  17. Data Playground @ 7 17 Data Playground @ 7 &.3ؘ੉ఠ

    linewalks.com &MFDUSPOJD.FEJDBM3FDPSE੄ড੗ ߽ਗীࢲॳ੉חदझమীࢲӝ۾غחؘ੉ఠܳాட &)3 &MFDUSPOJD)FBMUI3FDPSE ੉ۄҊبࠛܿ

  18. Data Playground @ 7 linewalks.com 18 ݺࣁࢲؘ੉ఠ৬&.3ؘ੉ఠ࠺Ү Data Playground @

    7

  19. linewalks.com Data Playground @ 7 19 &.3ؘ੉ఠ੄ౠࢿ .VMUJGBDFUFEEBUB ׮নೠݓۅ੄ؘ੉ఠоݽৈ੓׮ 5FNQPSBM*SSFHVMBSJUZ

    ऺ੉חࣘبоؘ੉ఠ݃׮׮ܰ׮ )JHIEFNFOTJPOBMJUZ ೖ୊о݆׮ )FUFSPHFOFJUZ ߽ਗ݃׮झః݃о׮ܰ׮ ߽ਗ݃׮ࢎਊೞח௏٘୓҅о׮ܰ׮ ࠄ૕੸ਵ۽੄ܐӝ۾ਸ੷੢ೞӝਤ೧٣੗ੋػؘ੉ఠ ੐࢚োҳ ࠻ؘ੉ఠ࠙ࢳ ӝ҅೟ण੉աੋҕ૑מਸਤೠؘ੉ఠоইפ঻਺

  20. linewalks.com Data Playground @ 7 20 )&"-5)$"3&%"5"಴ળച Data Service #1

    &.3ؘ੉ఠदпചࢲ࠺झ Data Service #2 ജ੗ਤ೷ب৘ஏࢲ࠺झ Data Service #3 ౠ੿੄ডಿ੄ࠗ੘ਊఐ࢝ࢲ࠺झ Data Service #n ਬࢎജ੗ఐ࢝߂৘റ৘ஏࢲ࠺झ Hospital #1 Hospital #2 Hospital #3 Hospital #n ಴ળചݽ؛ زੌೠഋध੄)&"-5)$"3&%"5"

  21. linewalks.com Data Playground @ 7 21 )&"-5)$"3&%"5"಴ળച੄൒ܴ https://developer.apple.com/videos/play/wwdc2018/706/

  22. linewalks.com Data Playground @ 7 22 )&"-5)$"3&%"5"಴ળച੄൒ܴ https://www.apple.com/healthcare/health-records/

  23. linewalks.com Data Playground @ 7 23 )&"-5)$"3&%"5"಴ળച੄൒ܴ https://cloud.google.com/healthcare/

  24. linewalks.com Data Playground @ 7 24 ಴ળചӝ߈੄&.3ؘ੉ఠӝ߈োҳ

  25. Data Playground @ 7 25 38% 3FBM8PSME%BUB पઁ੐࢚੗ܐ ח׮নೠ੗ܐਗਸా೧ࣻ૘ػജ੗৬ҙ۲ػпઙؘ੉ఠ ׮নೠ੗ܐਗ਷߽ਗ੄&.3&)3

    Ѥъࠁ೷୒ҳ੗ܐ ডҴ١੄ܐӝҙࡺ݅ইפۄ4/4աਝয۞࠶ ݽ߄ੌ٣߄੉झ١ਵ۽ࠗఠࣻ૘غחؘ੉ఠ 38& 3FBM8PSME&WJEFODFपઁ੐࢚ӔѢ ח38%੄࠙ࢳਸా೧঳য૓੄ডಿ١੄ࢎਊ߂ਫ਼੤੸ ੋਬ੊ࢿҗਤ೧ࢿীҙೠ੐࢚੸ੋૐѢ Data Playground @ 7  38%৬38& linewalks.com

  26. linewalks.com 26 )&"-5)$"3&ؘ੉ఠ੄׮নച Data Playground @ 7

  27. linewalks.com 27 )&"-5)$"3&%"5"1-"5'03. Data Playground @ 7

  28. Data Playground @ 7 linewalks.com যڃؘ੉ఠܳҳೡࣻ੓աਃ

  29. Data Playground @ 7 linewalks.com 29 Ѥъࠁ೷बࢎಣоਗജ੗಴ࠄ੗ܐ https://opendata.hira.or.kr/op/opc/selectPatDataAplInfoView.do ജ੗಴ࠄؘ੉ఠѐߑ<Ѥъࠁ೷बࢎಣоਗ> Data

    Playground @ 7

  30. Data Playground @ 7 linewalks.com 30 ޷Ҵࠁ೷୒ $.4 4ZO16'T .FEJDBSF$MBJNT4ZOUIFUJD1VCMJD6TF'JMFT

    https://www.cms.gov/Research-Statistics-Data-and-Systems/Downloadable-Public-Use-Files/SynPUFs/index.html

  31. Data Playground @ 7 linewalks.com 31 ޷ҴҴ݀ঐোҳࣗ4&&3 4VSWFJMMBODF &QJEFNJPMPHZBOE&OE3FTVMUT https://seer.cancer.gov/data-software/

  32. Data Playground @ 7 linewalks.com 32 PQFOTPVSDF4:/5)&" https://synthetichealth.github.io/synthea/

  33. Data Playground @ 7 linewalks.com 33 .*5-BCGPS$PNQVUBUJPOBM1IZTJPMPHZ.*.*$*** https://mimic.physionet.org/

  34. Data Playground @ 7 linewalks.com ੉ؘ੉ఠٜبযڃѪٜਸ೧ࠅࣻ੓աਃ

  35. Data Playground @ 7 35 ؘ੉ఠ੗୓ܳખ؊ੜ੉೧ೞӝ  ࣻ૘੿ઁ  दпച

    ా҅࠙ࢳ .BDIJOF-FBSOJOH"MHPSJUIN %FFQ-FBSOJOHನೣ   $MVTUFSJOH  1SFEJDUJPO  $MBTTJGJDBUJPO Data Playground @ 7 linewalks.com ؘ੉ఠ۽೧ࠅࣻ੓חѪٜ

  36. linewalks.com Data Playground @ 7 36 ؘ੉ఠܳખ؊ੜ੉೧ೞӝ https://mdwalks.net/ http://exi.mdwalks.net/

  37. linewalks.com Data Playground @ 7 37 ా҅࠙ࢳ੄ডಿ੤ѐߊറࠁҵఐ࢝ ↟੄ডಿ੤ѐߊ %SVH3FQVSQPTJOH3FQPTJUJPOJOH 

    ↟੉޷উ੹ࢿ੉ഛੋػӝઓ੄ডಿਵ۽ࠗఠਗې஖ܐݾ੸੉ ইצ׮ܲ૕ജী੸ਊೞחߑউਸোҳ
 œইझೖܽ੄҃਋ਗې૓ాઁ۽ѐߊغ঻ਵաबӔ҃࢝৘ߑ ীബҗ੓য׼ݾ੸ਵ۽بࢎਊ $૕߽ߊ߽ܫ %૕߽ߊ߽ܫ &૕߽ߊ߽ܫ $૕߽ߊ߽ܫ %૕߽ߊ߽ܫ &૕߽ߊ߽ܫ #੄ডಿ
 ࢎਊജ੗ҵ #੄ডಿ
 ޷ࢎਊജ੗ҵ "૕߽ജ੗ҵ 10% 0.5% 3%

  38. linewalks.com Data Playground @ 7 38 ా҅࠙ࢳౠ੿੄ডಿࠂਊਵ۽׮ܲ૕߽੉ߊࢤೞחо  ࠗ੘ਊ ↟੉࢚ࢎ۹࠙ࢳ

    ↟ ࠁా਷݅ࢿജ੗ҵ ജ੗ҵਸ؀࢚ਵ۽૑ࣘ੸ਵ۽ࢎਊೞח ੄ডಿী؀ೞৈౠ੿૕߽੉݆੉ߊࢤೞח૑ܳഛੋ $૕߽ߊ߽ܫ %૕߽ߊ߽ܫ &૕߽ߊ߽ܫ $૕߽ߊ߽ܫ %૕߽ߊ߽ܫ &૕߽ߊ߽ܫ #੄ডಿ
 ࢎਊജ੗ҵ #੄ডಿ
 ޷ࢎਊജ੗ҵ "૕߽ജ੗ҵ 10% 0.5% 3%

  39. linewalks.com Data Playground @ 7 39 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄FWFOU৘ஏ  ജ੗ؘ੉ఠӝ߈ਵ۽$MBTTJGJDBUJPOী೧׼ೞח૓ױҗ׮ܰѱ޷ې੄FWFOUܳ1SFEJDUJPO 

    ࢚׼൤݆਷4UBUFоઓ੤ೣ  ࢎݎ  ృਗറ੤ੑਗ  ృਗറ਽әपߑޙ  ૕߽੄੤ߊ  ਤәೠ੉߮౟ߊࢤ  ޷Ҵ$.4 $FOUFSTPG.FEJDBSF.FEJDBJE4FSWJDFT ੄)331 )PTQJUBM3FBENJTTJPOT 3FEVDUJPO1SPHSBN ੌղ੤ੑਗद߽ਗীಁօ౭  ҙ۲োҳо૓೯઺੉ݴࢿמଵҊ۽ഝਊоמೣ

  40. linewalks.com Data Playground @ 7 40 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄FWFOU৘ஏ https://linewalks.com/archives/6452

  41. linewalks.com Data Playground @ 7 41 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄FWFOU৘ஏ http://exi.mdwalks.net/

  42. linewalks.com Data Playground @ 7 42 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄FWFOU৘ஏ https://linewalks.com/archives/6142

  43. linewalks.com Data Playground @ 7 43 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄૓ױ௏٘$MVTUFSJOH https://linewalks.com/archives/6408

  44. linewalks.com Data Playground @ 7 44 .BDIJOF-FBSOJOH&.3ؘ੉ఠӝ߈੄ജ੗$MVTUFSJOH http://exi.mdwalks.net/

  45. linewalks.com Data Playground @ 7 45 ݃ޖܻೞݴ ੄ܐؘ੉ఠחо஖о੓חؘ੉ఠੑפ׮ ؘ੉ఠࢤక҅ীࢲؘ੉ఠоо੢઺ਃ೤פ׮ ૕જ਷ؘ੉ఠо੓ਵݶੋҕ૑מ৻ীبೡࣻ੓חੌ੉ҭ੢൤݆णפ׮

    ੄ܐؘ੉ఠחӒনҗ૕੉҅ࣘ೧ࢲߊ੹ೞҊ੓णפ׮

  46. ؘ੉ఠ࢑স ೾झாয࠙ঠী࠺੹ਸо૑Ҋ੓ח زܐܳҳೞҊ੓णפ׮ * Designer * Medical Data Scientist *

    Machine-Learning Engineer * Data Engineer * Front-end Engineer https://linewalks.com/recruit Data Playground @ 7

  47. linewalks.com Data Playground @ 7 5)"/,4'038"5$)*/( facebook.com/linewalks linewalks.com wonjun@linewalks.com