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의료데이터 기반의 데이터서비스 개발기
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Wonjun Hong
May 15, 2019
Technology
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의료데이터 기반의 데이터서비스 개발기
5월 데이터 사이언스 Meetup 발표자료입니다.
Wonjun Hong
May 15, 2019
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Transcript
ܐؘఠ ӝ߈ ؘఠࢲ࠺झ ѐߊӝ 2019 ؘఠ ࢎझ Meetup ഘਗળ
Picture Place Holder (Just Drag & Drop Your Picture) https://hongwonjun.github.io
@hongwonjun ۄੋਖझীࢲ MEDICAL DATA ࢲ࠺झܳ ٜ݅Ҋ णפ. ഘ ਗ ળ
2019 ؘఠࢎझ Meetup ঠӝ ೡ Ѫҗ ঠӝ ೞ ঋਸ Ѫ
3 ঠӝ ೞ ঋਸ Ѫ ঠӝ ࢲߡ ইఃఫ ঠӝ ٩۞, ݠन۞ ݽ؛ ঠӝ ঠӝ ೡ Ѫ ܐ ؘఠী ঠӝ ܐ ؘఠী ӝ߈ೠ ࠺ૉפझ ঠӝ ܐ ؘఠ۽ ݅ٚ ࢲ࠺झ ঠӝ
PRESENTATION AGENDA ܻо ࢤпೞח AI, ܻо ࢤпೞח DATA ٜ݅যࠄ
Medical DATA ӝ߈ ࢲ࠺झ ঠӝ Medical DATA ঠӝ
2019 ؘఠࢎझ Meetup ܻо ࢤпೞח AI 5 Deepmind ALPHAGO Source:
deepmind.com Google, Uber, Tesla, Nissan, and other automakers SELF-DRIVING CAR Source: ucsusa Google, Amazon, Kakao, Naver, and other majors SMART SPEARKER Source: kakao.ai
2019 ؘఠࢎझ Meetup ܻо ࢤпೞח AI 6 Source: ച “Her”
2019 ؘఠࢎझ Meetup ARTIFICIAL INTELLIGENCE ࢎप ੋҕמۄח Ѫ ݆ ؘఠܳ
ӝ߈ਵ۽ ஹೊఠܳ زച दఅ Ѫਵ۽ ࠅ ࣻ णפ. 7 DATA DATA DATA DATA DATA Source: techcrunch.com
2019 ؘఠࢎझ Meetup FROM BIGDATA TO AI ੋҕמ بېೞӝө ߔӒۄ٘
ঠӝ 8 ؘఠܳ ऺইࢲ ੋࢎܳ ח. ݓ৬ ӝӈ ١ नചٜҗ ೣԋ ؘఠܳ ऺҊ ऺҊ ऺҊ ऺҊ. BIG DATA (STORAGE) 2012~ ۄૉܻ߬ ١ пઙ ࣗഋ PC ١җ ೣԋ ࣃ ࢲ ۽Ӓې߁ ഐട ࡁ ١ झ݃ਕ ࠁәചо द. ؘఠܳ ࢤࢿೞӝ द. IOT (SENSOR) 2014~ GPU ۽Ӓې߁ਵ۽ োҗ ࡈۄ. ঌ Ҋ റ ੌ߈ੋীѱ ঌ۰ݴ ٩۞ द о ৌܿ. DEEP LEARNING (GPU) 2016~ Source: flexwareinnovation.com Source: artificial-intelligence.blog Source: hadoop.apache.org
2019 ؘఠࢎझ Meetup ܻо ࢤпೞח DATA 9 ࢲ࠺झ ਸ ೞݶࢲ
ೞח ஏী ऺח ؘఠ, Ӓ۽झ ೧ఊ, ݃ாী ݆ ࢎਊ ࢲ࠺झ ਊ ۽Ӓ ؘఠ ղо ऺইࢲ ࠙ࢳೞח ؘఠ, о҅ࠗ, ੌ, ز ۽Ӓ ١١ ࢤഝ ۽Ӓ ؘఠ Twitter, Facebook, Instagram ನೣ ܻ࠭ ࢲ࠺झ ١ ী ਊٜ թӝח SNS ؘఠܳ ನೣ नޙӝࢎ ١ ؘఠ ࢤࢿ о ৡۄੋী য়ೞח ؘఠ SNS ؘఠ ఖ оѺ ҕद, ೞ୍ ب ࠁ ١ ࠗ࠙ ࠗ ب۽ ҕѐغח ؘఠ ҕҕ ؘఠ
“ઑӘ ܲ ؘఠ ঠӝܳ ೧ࠁѷणפ.”
ࣃࢲীࢲ ࢤࢿػ ؘఠ ࢎۈ ࢤࢿೠ ؘఠ पदрਵ۽ ࢤࢿغח ؘఠ ӝਵ۽
ࢤࢿغח ؘఠ ࠛӏਵ۽ ࢤࢿغח ؘఠ ࢚ ؘఠ োয ؘఠ ࣻ ؘఠ ࠺ਊ ؘఠ ۽Ӓ ؘఠ ৈ۞ Ҕী ա־য ػ ؘఠ ҕҕ ؘఠ
2019 ؘఠࢎझ Meetup MEDICAL DATA ࢎप ܐ ؘఠۄח ܴ উীח
ষաѱ ݆ ؘఠо णפ. 12 Source: techcrunch.com
2019 ؘఠࢎझ Meetup MEDICAL DATA ؘఠ ҙীࢲ ࠁח ܐ ؘఠ
13 ࣁ҅ ੌױ ؘఠ ࢿܫ 56.0% োಣӐ 72.2% ࢿ ߽ߑ, ডಿ ಿ/ҙܻ, ܐ दझమ ࢲ࠺झ ഄन (Ҵӝળ) ࢎਊо ড 470ઑਗ 0 600 1200 1800 2400 3000 2015 2020 2,314 Exabyte 153 Exabyte ܐӝ۾, ܐѨ, झாযӝӝ ١ (500 ੑਗധ ߽ਗӝળ) ߽ਗ 50 ಕఋ߄ Source: IDC, EMC Digital Universe.; Mckinsey&Company.
2019 ؘఠࢎझ Meetup MEDICAL AI ই݃ب IBM WATSON о
ݢ ځৢۋਸ Ѫ эणפ. 14 Source: ibm.com
2019 ؘఠࢎझ Meetup MEDICAL AI ܲ AI ٜب ߊೞҊ णפ.
15 Source: accenture.com
2019 ؘఠࢎझ Meetup HEALTHCARE BUSINESS ঌҊܳ ݅ٚ DeepMind
ইమਸ Healthcare ۽ ࢶೞणפ. 16 Source: deepmind.com
2019 ؘఠࢎझ Meetup HEALTHCARE BUSINESS Amazon, Berkshire Hathaway, JPMorgan ب
ഥࢎܳ ࢸ݀ೞणפ. 17 Source: techcrunch.com
2019 ؘఠࢎझ Meetup SMART WATCH Apple, Fitbit, Samsung, Garmin, LG
١ ݆ࣻ ӝসٜ ࢎۈ ࢤनഐܳ ࣻೞח ӝӝܳ ٜ݅Ҋ णפ. 18
2019 ؘఠࢎझ Meetup HEALTHCARE DATA PLATFORM Apple, Google, Samsung, LG
١ ݆ࣻ ӝসٜ झ݃ಪਸ ӝ߈ਵ۽ ؘఠ ۖಬਸ ҳ୷ೞ۰Ҋ פ. 19
“ ઁ ӝܻ؍, ӝ۾.”
2019 ؘఠࢎझ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ח ҕҕؘఠܳ
ইࠇद. 21 Source: iT NEWS
2019 ؘఠࢎझ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ח ҕҕؘఠܳ
ইࠇद. 22 ܐҕҕؘఠѐߑ https://nhiss.nhis.or.kr [Ѥъࠁҕױ] ജࠄؘఠѐߑ http://opendata.hira.or.kr [Ѥъࠁबࢎಣоਗ]
2019 ؘఠࢎझ Meetup MEDIMAP ݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ
/ ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ. 23 ’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘఠ: ా҅ ߽ਗ ؘఠ: Ѥъࠁबࢎಣоਗ Key Features:
2019 ؘఠࢎझ Meetup MEDIMAP ݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ
/ ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ. 24 ’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘఠ: ా҅ ߽ਗ ؘఠ: Ѥъࠁबࢎಣоਗ Key Features:
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 25 ജ ߽ਗ ࠁഥࢎ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 26 ઁೠੋ ࠁ Coder ݾী ٮۄ पઁ ࠁ৬ ର बಣ(?) ݺࣁࢲ ؘఠо оҊ ח ೠ҅ ࠺Ү ؘఠ ഋध ળചо غয ܐ࠺ܳ ݽ؛݂ ೡ ࣻ ח 'Ѣ ਬੌೠ' ؘఠ ݺࣁࢲ ؘఠо оҊ ח ъ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 27 ߽ਗҗ ജী ೠ ࠁ. ࠺ध߹ച ػ. ־о ־ҷ ܐ೮ח ܐ೯ਤ৬ ߑೠ ডী ೠ ࠁ যڌѱ ܐ೮ח 02 04 01 03 ױೠ ߽ী ೠ ࠁ ৵ ܐ೮ח п ܐ ೯ਤ / ైৈػ ডী ೠ ࠺ਊ ࠁ ࠺ਊ ݃ա ߊࢤ೮ח
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ۧѱ ࢤӟ Ѫ ؘఠച
ؾפ. 28 Source: Ѥъࠁबࢎಣоਗ ࠁѤܐ࠻ؘఠѐߑदझమ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ҳݺࣁࢲ ؘఠ ҳઑ 29
2019 ؘఠࢎझ Meetup ݺࣁࢲ ؘఠܳ ೧ೞӝ ਤೠ ؘఠ ࣻ ҳݺࣁࢲ
ؘఠ৬ ܳ ೧ࢳೡ ࣻ ח ݫఋ ؘఠܳ ࣻೞҊ णפ. 30
2019 ؘఠࢎझ Meetup MDWALKS ENGINE MDwalks Engine ҳઑ 31
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ࢚߽ ز߈ ߊ߽ दпച
۽ં 32
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ݒ౭תݫप زदߑ ֎ਕ 33
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ੋङܽ-ઓ ַ߽ ߑ ಁఢ
34
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ࣗ۽झ ߽ োѾ Ӓې
35
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ആъೞઁ ࠙ࢳചݶ 36
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ౠ ডಿ ࠂਊ ৈࠗী
ٮܲ ߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ѐߊী ࢎਊ) 37
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT 2015֙ Stakn Switch ࠙ࢳ
38
2019 ؘఠࢎझ Meetup 39 MDwalks Analykcs MEDICAL SERVICE PROJECT
“അח MDWALKS ܳ ࢲ࠺झೞҊ णפ.”
2019 ؘఠࢎझ Meetup MDWALKS 41 HTTPS:/ /MDWALKS.NET ݺࣁࢲ ؘఠܳ ӝ߈ਵ۽
ೠ ҕѐ ࢲ࠺झ MDwalks
2019 ؘఠࢎझ Meetup MDWALKS 42 MDwalks Info HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup MDWALKS 43 MDwalks Reports HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup MDWALKS 44 MDwalks R&D HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup HEALTHCARE DATA ݺࣁࢲ ؘఠ৬ EMR ؘఠܳ ࠺Ү೧
ࠇद. 45 Source: Arcadia Solutions
2019 ؘఠࢎझ Meetup ELECTRONIC HEALTH RECORD EHR ؘఠ ౠࢿ (ݶࢲ
ޙઁ) 46 নೠ ݓۅ ؘఠо ݽৈ. - әपীࢲ ࢤࢿೞח ؘఠ - ੑਗद ࢤࢿغח ؘఠ - Ѩࢎӝ۾ ػ ؘఠ MULTI-FACETED DATA ೖо ݆. HIGH-DIMENSIONALITY ऺח ࣘبо ؘఠ݃ ܰ. TEMPORAL IRREGULARITY - ߽ਗ݃ झః݃о ܰ - ߽ਗ݃ ࢎਊೞח ٘ ҅о ܰ. HETEROGENEITY ࠄਵ۽ ܐӝ۾ਸ ೞӝ ਤ೧ ٣ੋ ػ ؘఠ ࢚োҳ, ࠻ؘఠ ࠙ࢳ, ӝ҅णա ੋҕמਸ ਤೠ ؘఠо ইפ
2019 ؘఠࢎझ Meetup ELECTRONIC HEALTH RECORD Google җ Apple
ળച স 47
2019 ؘఠࢎझ Meetup ELECTRONIC HEALTH RECORD ળച ਃࢿ 48 Hospital
#1 DATA SERVICE #1 Hospital #2 DATA SERVICE #2 Hospital #3 DATA SERVICE #3 ... ... Hospital #n DATA SERVICE #n ળച
2019 ؘఠࢎझ Meetup MACHINE LEARNING ON EHR EHRղ ѐ߹ജ ݽٚ
ృਗदীࢲ ؘఠܳ ೞա ؘఠ ױਤ۽ োѾೞҊ ؘఠী ೧ࢲ ۄ݂߰ 49
2019 ؘఠࢎझ Meetup 50 MACHINE LEARNING ON EHR “ઁೠ ѐ߹
ജ ؘఠ + ۄ߰” ী ೧ࢲ NNਵ۽ ӝ҅णਸ ೞৈ ஏݽ؛(Predickve Model)ਸ ࢤࢿ
“MACHINES WILL REPLACE 80 PERCENT OF DOCTORS” “Vinod Khosla”
JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 52 ੋҕמ ࢎܳ ೡ ࣻ
ਸөਃ?
JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 53 ࢎۈ ؘఠܳ ઁ۽ ࠁҊ
חо?
2019 ؘఠࢎझ Meetup 54 MDWALKS EXI Pa[ent Dashboard. അ ܐӝҙ
ղ ജ ࠁܳ ؊ ੜ ࠁӝ ਤೠ Dashboard.
2019 ؘఠࢎझ Meetup 55 MDWALKS EXI Pa[ent Pathway. ജҵ ࢚కী
ٮܲ Pathway Ӓܛച
ۄੋਖझח झாয ݽٚ ࢎѾী ؘఠܳ ҕәפ. DATA ENGINE FOR HEALTHCARE.
ؘఠ স, झாয ࠙ঠী ࠺ਸ оҊ ח زܐܳ ҳೞҊ णפ.
* Designer * Medical Data Scientist * Machine-Learning Engineer * Data Engineer * Front-end Engineer “https:/ /linewalks.com/recruit”
THANK YOU For Your Precious Time and Attention. Contact us:
facebook.com/linewalks linewalks.com
[email protected]