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의료 데이터 101
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Wonjun Hong
September 27, 2019
Technology
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의료 데이터 101
Data Playground at 7: Healthcare and Surgical Vision - Guest spot
Wonjun Hong
September 27, 2019
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Transcript
linewalks.com Data Playground @ 7 ܐؘఠ ۄੋਖझഘਗળ
linewalks.com Data Playground @ 7 2 উ֞ೞࣁਃ ഘਗળੑפ झாযؘఠझఋসۄੋਖझীࢲ )FBMUIDBSF%BUB4FSWJDFٜܳ݅Ҋणפ
#MPHIUUQTIPOHXPOKVOHJUIVCJP -JOLFEJOIUUQTXXXMJOLFEJODPNJOIPOHXPOKVO 'BDFCPPLIUUQTXXXGBDFCPPLDPNIPOHXPOKVO 5XJUUFS!IPOHXPOKVO
linewalks.com Data Playground @ 7 3 য়טঠӝ ঠӝ ೞ ঋਸ
Ѫ ঠӝ ࢲߡ ইఃఫ ঠӝ ٩۞, ݠन۞ ݽ؛ ঠӝ ঠӝ ೡ Ѫ ܐ ؘఠ ঠӝ ܐ ؘఠ৬ োҙػ ୭Ӕ ܴ ঠӝ ܐؘఠ۽ ಽযࠌ؍ ޙઁ ঠӝ
Data Playground @ 7 linewalks.com 4 ঠӝীখࢲ'30.#*(%"5"50"* ؘఠܳ ऺইࢲ ੋࢎܳ
ח ݓ৬ ӝӈ١नചٜҗೣԋؘఠܳऺҊऺҊ ऺҊऺҊ #*(%"5" 4503"(& 2012~ ۄૉܻ߬١пઙࣗഋ1$١җೣԋࣃ ࢲ ೞ٘ਝয ഐട 'JUCJU ١ झ݃ਕ ࠁәചоदؘఠܳࢤࢿೞӝद *05 4&/403 2014~ (16 ۽Ӓې߁ਵ۽ োҗ ࡈۄ ঌ Ҋറੌ߈ੋীѱঌ۰ݴ٩۞द оৌܿ %&&1-&"3/*/( (16 2016~ Source: hadoop.apache.org Source: hadoop.apache.org Source: artificial-intelligence.blog
Data Playground @ 7 linewalks.com 5 ঠӝীখࢲؘఠܻӝࣿ ؘ ఠ
ࢤ ࢿ / ࣻ ؘ ఠ ܻ / ઁ ؘ ఠ ؘ ఠ ఐ ࢝ ؘ ఠ ࠙ ࢳ / ஏ ؘ ఠ द п ച / ࢲ ࠺ झ ࠗ࠙ ࢤпೞח AI ח ৈӝ ؘఠחпױ҅݃оо؊೧
linewalks.com Data Playground @ 7 &.3ؘఠ ܐؘ࢚ఠ ܐݺࣁࢲؘఠ ਬؘఠ য়טܖযࠅؘఠ
linewalks.com Data Playground @ 7 7 ܐݺࣁࢲؘఠ ജ ߽ਗ ࠁഥࢎ
linewalks.com Data Playground @ 7 8 ܐݺࣁࢲؘఠҳࢿ https://opendata.hira.or.kr/op/opb/selectHelhMedDataView.do ਃప࠶ҙ҅ب<Ѥъࠁबࢎಣоਗ>
linewalks.com Data Playground @ 7 9 ܐݺࣁࢲؘఠҳࢿ ߽ਗҗജীೠࠁ࠺ध߹ചػ ־о־ҷܐ೮ח ܐ೯ਤ৬ߑೠডীೠࠁ
যڌѱܐ೮ח ױೠ߽ীೠࠁ ৵ܐ೮ח пܐ೯ਤైৈػডীೠ࠺ਊࠁ ࠺ਊ݃աߊࢤ೮ח
linewalks.com Data Playground @ 7 10 ܐݺࣁࢲؘఠೠ҅৬ъ ઁೠੋࠁ ѨࢎѾҗীೠࠁࠗ
֙ױਤ۽୶ઁҕ әৈ೦ݾ݅ࣻؽ $PEFSݾীٮۄपઁࠁ৬ର बಣ ೠ҅ ࠺Үؘఠഋधӏചغয ܐ࠺ܳݽ؛݂ೡࣻחѢਬੌೠ ؘఠ ъ
Data Playground @ 7 linewalks.com 11 ܐݺࣁࢲؘఠ http://opendata.hira.or.kr ജࠄؘఠѐߑ<Ѥъࠁबࢎಣоਗ> Data
Playground @ 7
linewalks.com Data Playground @ 7 12 ܐݺࣁࢲؘఠ࠙ࢳਸਤೠݫఋؘఠࣻ
Data Playground @ 7 linewalks.com 13 ܐݺࣁࢲؘఠ࠙ࢳز߈࢚߽ҵ࠙ࢳ Data Playground @
7
Data Playground @ 7 linewalks.com 14 ܐݺࣁࢲؘఠ࠙ࢳߑಁఢ࠙ࢳ Data Playground @
7
Data Playground @ 7 linewalks.com 15 ܐݺࣁࢲؘఠ࠙ࢳߑಁఢ࠙ࢳ Data Playground @
7
Data Playground @ 7 linewalks.com 16 ܐݺࣁࢲؘఠ࠙ࢳডಿߑఐ࢝ Data Playground @
7
Data Playground @ 7 17 Data Playground @ 7 &.3ؘఠ
linewalks.com &MFDUSPOJD.FEJDBM3FDPSEড ߽ਗীࢲॳחदझమীࢲӝ۾غחؘఠܳాட &)3 &MFDUSPOJD)FBMUI3FDPSE ۄҊبࠛܿ
Data Playground @ 7 linewalks.com 18 ݺࣁࢲؘఠ৬&.3ؘఠ࠺Ү Data Playground @
7
linewalks.com Data Playground @ 7 19 &.3ؘఠౠࢿ .VMUJGBDFUFEEBUB নೠݓۅؘఠоݽৈ 5FNQPSBM*SSFHVMBSJUZ
ऺחࣘبоؘఠ݃ܰ )JHIEFNFOTJPOBMJUZ ೖо݆ )FUFSPHFOFJUZ ߽ਗ݃झః݃оܰ ߽ਗ݃ࢎਊೞח٘҅оܰ ࠄਵ۽ܐӝ۾ਸೞӝਤ೧٣ੋػؘఠ ࢚োҳ ࠻ؘఠ࠙ࢳ ӝ҅णաੋҕמਸਤೠؘఠоইפ
linewalks.com Data Playground @ 7 20 )&"-5)$"3&%"5"ળച Data Service #1
&.3ؘఠदпചࢲ࠺झ Data Service #2 ജਤبஏࢲ࠺झ Data Service #3 ౠডಿࠗਊఐ࢝ࢲ࠺झ Data Service #n ਬࢎജఐ࢝߂റஏࢲ࠺झ Hospital #1 Hospital #2 Hospital #3 Hospital #n ળചݽ؛ زੌೠഋध)&"-5)$"3&%"5"
linewalks.com Data Playground @ 7 21 )&"-5)$"3&%"5"ળചܴ https://developer.apple.com/videos/play/wwdc2018/706/
linewalks.com Data Playground @ 7 22 )&"-5)$"3&%"5"ળചܴ https://www.apple.com/healthcare/health-records/
linewalks.com Data Playground @ 7 23 )&"-5)$"3&%"5"ળചܴ https://cloud.google.com/healthcare/
linewalks.com Data Playground @ 7 24 ળചӝ߈&.3ؘఠӝ߈োҳ
Data Playground @ 7 25 38% 3FBM8PSME%BUB पઁ࢚ܐ חনೠܐਗਸా೧ࣻػജ৬ҙ۲ػпઙؘఠ নೠܐਗ߽ਗ&.3&)3
Ѥъࠁҳܐ ডҴ١ܐӝҙࡺ݅ইפۄ4/4աਝয۞࠶ ݽ߄ੌ٣߄झ١ਵ۽ࠗఠࣻغחؘఠ 38& 3FBM8PSME&WJEFODFपઁ࢚ӔѢ ח38%࠙ࢳਸా೧যডಿ١ࢎਊ߂ਫ਼ ੋਬࢿҗਤ೧ࢿীҙೠ࢚ੋૐѢ Data Playground @ 7 38%৬38& linewalks.com
linewalks.com 26 )&"-5)$"3&ؘఠনച Data Playground @ 7
linewalks.com 27 )&"-5)$"3&%"5"1-"5'03. Data Playground @ 7
Data Playground @ 7 linewalks.com যڃؘఠܳҳೡࣻաਃ
Data Playground @ 7 linewalks.com 29 Ѥъࠁबࢎಣоਗജࠄܐ https://opendata.hira.or.kr/op/opc/selectPatDataAplInfoView.do ജࠄؘఠѐߑ<Ѥъࠁबࢎಣоਗ> Data
Playground @ 7
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
Data Playground @ 7 linewalks.com 31 ҴҴ݀ঐোҳࣗ4&&3 4VSWFJMMBODF &QJEFNJPMPHZBOE&OE3FTVMUT https://seer.cancer.gov/data-software/
Data Playground @ 7 linewalks.com 32 PQFOTPVSDF4:/5)&" https://synthetichealth.github.io/synthea/
Data Playground @ 7 linewalks.com 33 .*5-BCGPS$PNQVUBUJPOBM1IZTJPMPHZ.*.*$*** https://mimic.physionet.org/
Data Playground @ 7 linewalks.com ؘఠٜبযڃѪٜਸ೧ࠅࣻաਃ
Data Playground @ 7 35 ؘఠܳખ؊ੜ೧ೞӝ ࣻઁ दпച
ా҅࠙ࢳ .BDIJOF-FBSOJOH"MHPSJUIN %FFQ-FBSOJOHನೣ $MVTUFSJOH 1SFEJDUJPO $MBTTJGJDBUJPO Data Playground @ 7 linewalks.com ؘఠ۽೧ࠅࣻחѪٜ
linewalks.com Data Playground @ 7 36 ؘఠܳખ؊ੜ೧ೞӝ https://mdwalks.net/ http://exi.mdwalks.net/
linewalks.com Data Playground @ 7 37 ా҅࠙ࢳডಿѐߊറࠁҵఐ࢝ ↟ডಿѐߊ %SVH3FQVSQPTJOH3FQPTJUJPOJOH
↟উࢿഛੋػӝઓডಿਵ۽ࠗఠਗېܐݾ ইצܲജীਊೞחߑউਸোҳ ইझೖܽ҃ਗېాઁ۽ѐߊغਵաबӔ҃࢝ߑ ীബҗযݾਵ۽بࢎਊ $߽ߊ߽ܫ %߽ߊ߽ܫ &߽ߊ߽ܫ $߽ߊ߽ܫ %߽ߊ߽ܫ &߽ߊ߽ܫ #ডಿ ࢎਊജҵ #ডಿ ࢎਊജҵ "߽ജҵ 10% 0.5% 3%
linewalks.com Data Playground @ 7 38 ా҅࠙ࢳౠডಿࠂਊਵ۽߽ܲߊࢤೞחо ࠗਊ ↟࢚ࢎ۹࠙ࢳ
↟ ࠁా݅ࢿജҵ ജҵਸ࢚ਵ۽ࣘਵ۽ࢎਊೞח ডಿীೞৈౠ߽݆ߊࢤೞחܳഛੋ $߽ߊ߽ܫ %߽ߊ߽ܫ &߽ߊ߽ܫ $߽ߊ߽ܫ %߽ߊ߽ܫ &߽ߊ߽ܫ #ডಿ ࢎਊജҵ #ডಿ ࢎਊജҵ "߽ജҵ 10% 0.5% 3%
linewalks.com Data Playground @ 7 39 .BDIJOF-FBSOJOH&.3ؘఠӝ߈FWFOUஏ ജؘఠӝ߈ਵ۽$MBTTJGJDBUJPOী೧ೞחױҗܰѱېFWFOUܳ1SFEJDUJPO
࢚݆4UBUFоઓೣ ࢎݎ ృਗറੑਗ ృਗറәपߑޙ ߽ߊ ਤәೠ߮ߊࢤ Ҵ$.4 $FOUFSTPG.FEJDBSF.FEJDBJE4FSWJDFT )331 )PTQJUBM3FBENJTTJPOT 3FEVDUJPO1SPHSBN ੌղੑਗद߽ਗীಁօ౭ ҙ۲োҳо೯ݴࢿמଵҊ۽ഝਊоמೣ
linewalks.com Data Playground @ 7 40 .BDIJOF-FBSOJOH&.3ؘఠӝ߈FWFOUஏ https://linewalks.com/archives/6452
linewalks.com Data Playground @ 7 41 .BDIJOF-FBSOJOH&.3ؘఠӝ߈FWFOUஏ http://exi.mdwalks.net/
linewalks.com Data Playground @ 7 42 .BDIJOF-FBSOJOH&.3ؘఠӝ߈FWFOUஏ https://linewalks.com/archives/6142
linewalks.com Data Playground @ 7 43 .BDIJOF-FBSOJOH&.3ؘఠӝ߈ױ٘$MVTUFSJOH https://linewalks.com/archives/6408
linewalks.com Data Playground @ 7 44 .BDIJOF-FBSOJOH&.3ؘఠӝ߈ജ$MVTUFSJOH http://exi.mdwalks.net/
linewalks.com Data Playground @ 7 45 ݃ޖܻೞݴ ܐؘఠחооחؘఠੑפ ؘఠࢤక҅ীࢲؘఠооਃפ જؘఠоਵݶੋҕמ৻ীبೡࣻחੌҭ݆णפ
ܐؘఠחӒনҗ҅ࣘ೧ࢲߊೞҊणפ
ؘఠস झாয࠙ঠী࠺ਸоҊח زܐܳҳೞҊणפ * Designer * Medical Data Scientist *
Machine-Learning Engineer * Data Engineer * Front-end Engineer https://linewalks.com/recruit Data Playground @ 7
linewalks.com Data Playground @ 7 5)"/,4'038"5$)*/( facebook.com/linewalks linewalks.com
[email protected]