의료 데이터 101 - Speaker Deck

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

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linewalks.com Data Playground @ 7 2 উ֞ೞࣁਃ ഘਗળੑפ׮ ೾झாযؘ੉ఠझఋ౟সۄੋਖझীࢲ  )FBMUIDBSF%BUB4FSWJDFٜܳ݅Ҋ੓णפ׮ #MPHIUUQTIPOHXPOKVOHJUIVCJP -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO

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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

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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

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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૓׮

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

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

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

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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૑

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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੼

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

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

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

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

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

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

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Data Playground @ 7 17 Data Playground @ 7 &.3ؘ੉ఠ linewalks.com &MFDUSPOJD.FEJDBM3FDPSE੄ড੗ ߽ਗীࢲॳ੉חदझమীࢲӝ۾غחؘ੉ఠܳాட &)3 &MFDUSPOJD)FBMUI3FDPSE ੉ۄҊبࠛܿ

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

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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঻਺

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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"

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

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

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

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

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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

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

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

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

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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

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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

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

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

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

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

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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

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

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linewalks.com Data Playground @ 7 37 ా҅࠙ࢳ੄ডಿ੤ѐߊറࠁҵఐ࢝ ↟੄ডಿ੤ѐߊ %SVH3FQVSQPTJOH3FQPTJUJPOJOH ↟੉޷উ੹ࢿ੉ഛੋػӝઓ੄ডಿਵ۽ࠗఠਗې஖ܐݾ੸੉ ইצ׮ܲ૕ജী੸ਊೞחߑউਸোҳ  ইझೖܽ੄҃਋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%

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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%

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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

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

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

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

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

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

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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׮

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ؘ੉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

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linewalks.com Data Playground @ 7 5)"/,4'038"5$)*/( facebook.com/linewalks linewalks.com [email protected]