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의료데이터 기반의 데이터서비스 개발기

의료데이터 기반의 데이터서비스 개발기

5월 데이터 사이언스 Meetup 발표자료입니다.

Wonjun Hong

May 15, 2019
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  1. ੄ܐؘ੉ఠ ӝ߈੄ 
 ؘ੉ఠࢲ࠺झ ѐߊӝ 2019 ؘ੉ఠ ࢎ੉঱झ Meetup ഘਗળ

  2. Picture Place Holder (Just Drag & Drop Your Picture) https://hongwonjun.github.io


    @hongwonjun ۄੋਖझীࢲ 
 MEDICAL DATA ࢲ࠺झܳ ٜ݅Ҋ ੓णפ׮. ഘ ਗ ળ
  3. 2019 ؘ੉ఠࢎ੉঱झ 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
  4. PRESENTATION AGENDA ਋ܻо ࢤпೞח AI, ਋ܻо ࢤпೞח DATA ૒੽ ٜ݅যࠄ

    Medical DATA ӝ߈ ࢲ࠺झ ੉ঠӝ Medical DATA ੉ঠӝ
  5. 2019 ؘ੉ఠࢎ੉঱झ 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
  6. 2019 ؘ੉ఠࢎ੉঱झ Meetup ਋ܻо ࢤпೞח AI 6 Source: ৔ച “Her”

  7. 2019 ؘ੉ఠࢎ੉঱झ Meetup ARTIFICIAL INTELLIGENCE ࢎप ੋҕ૑מ੉ۄח Ѫ਷ ݆਷ ؘ੉ఠܳ

    ӝ߈ਵ۽ ஹೊఠܳ ੗زച दఅ Ѫਵ۽ ࠅ ࣻ ੓णפ׮. 7 DATA DATA DATA DATA DATA Source: techcrunch.com
  8. 2019 ؘ੉ఠࢎ੉঱झ Meetup FROM BIGDATA TO AI ੋҕ૑מ੄ بېೞӝө૑੄ ߔӒۄ਍٘

    ੉ঠӝ 8 ؘ੉ఠܳ ऺইࢲ ੋࢎ੉౟ܳ ঳ח׮. ݓ઱৬ ӝ੷ӈ ١ नചٜҗ ೣԋ ؘ੉ఠܳ ऺҊ ऺҊ ऺҊ ऺҊ. BIG DATA (STORAGE) 2012~ ۄૉܻ߬౵੉ ١ пઙ ࣗഋ PC ١җ ೣԋ ࣃ ࢲ ೐۽Ӓې߁੄ ഐട ೜ࡁ ١ झ݃౟ਕ஖੄ ࠁәചо द੘. ؘ੉ఠܳ ࢤࢿೞӝ द੘. IOT (SENSOR) 2014~ GPU ೐۽Ӓې߁ਵ۽ ো࢑җ੿੉ ࡈۄ૗. ঌ ౵Ҋ ੉റ ੌ߈ੋীѱ ঌ۰૑ݴ ٩۞׬੄ द ؀о ৌܿ. DEEP LEARNING (GPU) 2016~ Source: flexwareinnovation.com Source: artificial-intelligence.blog Source: hadoop.apache.org
  9. 2019 ؘ੉ఠࢎ੉঱झ 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 ী ੉ਊ੗ٜ੉ թӝח SNS ؘ੉ఠܳ ನೣ नޙӝࢎ ١ ؘ੉ఠ ࢤࢿ ઱୓о ૒੽ ৡۄੋী য়೑ೞח ؘ੉ఠ SNS ؘ੉ఠ ઱ఖ оѺ ҕद, ૑ೞ୍ ب଱ ੿ࠁ ١ ؀ࠗ࠙ ੿ࠗ੄ ઱ ب۽ ҕѐغח ؘ੉ఠ ҕҕ ؘ੉ఠ
  10. “ઑӘ ׮ܲ ؘ੉ఠ ੉ঠӝܳ ೧ࠁѷणפ׮.”

  11. ࣃࢲীࢲ ࢤࢿػ ؘ੉ఠ ࢎۈ੉ ࢤࢿೠ ؘ੉ఠ पदрਵ۽ ࢤࢿغח ؘ੉ఠ ઱ӝ੸ਵ۽

    ࢤࢿغח ؘ੉ఠ ࠛӏ஗੸ਵ۽ ࢤࢿغח ؘ੉ఠ ৔࢚ ؘ੉ఠ ੗োয ؘ੉ఠ ࣻ஖ ؘ੉ఠ ࠺ਊ ؘ੉ఠ ۽Ӓ ؘ੉ఠ ৈ۞ Ҕী ա־য ੷੢ػ ؘ੉ఠ ҕҕ ؘ੉ఠ
  12. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL DATA ࢎप ੄ܐ ؘ੉ఠۄח ੉ܴ উীח

    ষ୒աѱ ݆਷ ؘ੉ఠо ੓णפ׮. 12 Source: techcrunch.com
  13. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL DATA ؘ੉ఠ੄ ҙ੼ীࢲ ࠁח ੄ܐ ؘ੉ఠ

    13 ੹ࣁ҅ ੌױ ؘ੉ఠ ࢿ੢ܫ 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.
  14. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL AI ই݃ب IBM WATSON ੉ о੢

    ݢ੷ ځৢۋਸ Ѫ эणפ׮. 14 Source: ibm.com
  15. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL AI ׮ܲ AI ٜب ߊ੹ೞҊ ੓णפ׮.

    15 Source: accenture.com
  16. 2019 ؘ੉ఠࢎ੉঱झ Meetup HEALTHCARE BUSINESS ঌ౵Ҋܳ ݅ٚ DeepMind ੄ ׮਺

    ই੉మਸ Healthcare ۽ ࢶ੿ೞ৓णפ׮. 16 Source: deepmind.com
  17. 2019 ؘ੉ఠࢎ੉঱झ Meetup HEALTHCARE BUSINESS Amazon, Berkshire Hathaway, JPMorgan ب

    ഥࢎܳ ࢸ݀ೞ৓णפ׮. 17 Source: techcrunch.com
  18. 2019 ؘ੉ఠࢎ੉঱झ Meetup SMART WATCH Apple, Fitbit, Samsung, Garmin, LG

    ١ ݆ࣻ਷ ӝসٜ੉ ࢎۈ੄ ࢤ୓नഐܳ ࣻ૘ೞח ӝӝܳ ٜ݅Ҋ ੓णפ׮. 18
  19. 2019 ؘ੉ఠࢎ੉঱झ Meetup HEALTHCARE DATA PLATFORM Apple, Google, Samsung, LG

    ١ ݆ࣻ਷ ӝসٜ੉ झ݃౟ಪਸ ӝ߈ਵ۽ ؘ੉ఠ ೒ۖಬਸ ҳ୷ೞ۰Ҋ ೤פ׮. 19
  20. “੗ ੉ઁ ӝ׮ܻ؍, ࢗ૕੄ ӝ۾.”

  21. 2019 ؘ੉ఠࢎ੉঱झ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ੓ח ҕҕؘ੉ఠܳ

    ଺ইࠇद׮. 21 Source: iT NEWS
  22. 2019 ؘ੉ఠࢎ੉঱झ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ੓ח ҕҕؘ੉ఠܳ

    ଺ইࠇद׮. 22 ੄ܐҕҕؘ੉ఠѐߑ
 https://nhiss.nhis.or.kr
 [Ѥъࠁ೷ҕױ] ജ੗಴ࠄؘ੉ఠѐߑ
 http://opendata.hira.or.kr
 [Ѥъࠁ೷बࢎಣоਗ]
  23. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDIMAP ݫ٣ݗ਷ ੋҳࣻ ؀࠺ ੄ܐӝҙ ޻૘ب ؘ੉ఠ

    / ੄ܐӝҙ ੽Ӕࢿ ؘ੉ఠ ١ਸ ઁҕ೤פ׮. 23 ’ੋҳࣻ ؘ੉ఠ ࣻ૘’ 
 + ‘ੋҳࣻ ؀࠺ ߽ਗ ޻૘ب ୶୹’ 
 + ‘૕ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ 
 ---------------------------------------
 = ૑৉߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘ੉ఠ: ా҅୒ ߽ਗ ؘ੉ఠ: Ѥъࠁ೷बࢎಣоਗ Key Features:
  24. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDIMAP ݫ٣ݗ਷ ੋҳࣻ ؀࠺ ੄ܐӝҙ ޻૘ب ؘ੉ఠ

    / ੄ܐӝҙ ੽Ӕࢿ ؘ੉ఠ ١ਸ ઁҕ೤פ׮. 24 ’ੋҳࣻ ؘ੉ఠ ࣻ૘’ 
 + ‘ੋҳࣻ ؀࠺ ߽ਗ ޻૘ب ୶୹’ 
 + ‘૕ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ 
 --------------------------------------- 
 = ૑৉߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘ੉ఠ: ా҅୒ ߽ਗ ؘ੉ఠ: Ѥъࠁ೷बࢎಣоਗ Key Features:
  25. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘ੉ఠী ؀೧ ੉ঠӝ

    ೧ࠇद׮. 25 ജ੗ ߽ਗ ࠁ೷ഥࢎ
  26. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘ੉ఠী ؀೧ ੉ঠӝ

    ೧ࠇद׮. 26 ઁೠ੸ੋ ੿ࠁ۝ Coder ੄ ݾ੸ী ٮۄ पઁ ੿ࠁ৬ ର੉ बಣ੄೟(?) ݺࣁࢲ ؘ੉ఠо о૑Ҋ ੓ח ೠ҅ ࠺Ү੸ ؘ੉ఠ ഋध੄ ಴ળചо غয੓਺ ੄ܐ࠺ܳ ૒੽ ݽ؛݂ ೡ ࣻ ੓ח 'Ѣ੄ ਬੌೠ' ؘ੉ఠ ݺࣁࢲ ؘ੉ఠо о૑Ҋ ੓ח ъ੼
  27. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘ੉ఠী ؀೧ ੉ঠӝ

    ೧ࠇद׮. 27 ߽ਗҗ ജ੗ী ؀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૑
  28. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL CLAIMS DATA ੉ۧѱ ࢤӟ Ѫ੉ ؘ੉ఠച

    ؾפ׮. 28 Source: Ѥъࠁ೷बࢎಣоਗ ࠁѤ੄ܐ࠻ؘ੉ఠѐߑदझమ
  29. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL CLAIMS DATA ୒ҳݺࣁࢲ੄ ؘ੉ఠ ҳઑ 29

  30. 2019 ؘ੉ఠࢎ੉঱झ Meetup ݺࣁࢲ ؘ੉ఠܳ ੉೧ೞӝ ਤೠ ؘ੉ఠ ࣻ૘ ୒ҳݺࣁࢲ੄

    ؘ੉ఠ৬ ੉ܳ ೧ࢳೡ ࣻ ੓ח ݫఋ ؘ੉ఠܳ ࣻ૘ೞҊ ੓णפ׮. 30
  31. 2019 ؘ੉ఠࢎ੉঱झ Meetup MDWALKS ENGINE MDwalks Engine ੄ ҳઑ 31

  32. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ࢚߽੄ ز߈ ߊ߽ दпച

    ೐۽ં౟ 32
  33. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ੉ݒ౭תݫप࢑৏ زद୊ߑ ֎౟ਕ௼ 33

  34. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ੋङܽ-੄ઓ ׼ַ߽੄ ୊ߑ ಁఢ

    34
  35. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ޷ࣗ೐۽झ఺੄ ૕߽ োѾ Ӓې೐

    35
  36. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ആ঑ъೞઁ ࠙ࢳചݶ 36

  37. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT ౠ੿ ੄ডಿ੄ ࠂਊ ৈࠗী

    ٮܲ ૕߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ੤ѐߊী ࢎਊ) 37
  38. 2019 ؘ੉ఠࢎ੉঱झ Meetup MEDICAL SERVICE PROJECT 2015֙ Stakn Switch ࠙ࢳ

    38
  39. 2019 ؘ੉ఠࢎ੉঱झ Meetup 39 MDwalks Analykcs MEDICAL SERVICE PROJECT

  40. “അ੤ח MDWALKS ܳ ࢲ࠺झೞҊ ੓णפ׮.”

  41. 2019 ؘ੉ఠࢎ੉঱झ Meetup MDWALKS 41 HTTPS:/ /MDWALKS.NET ݺࣁࢲ ؘ੉ఠܳ ӝ߈ਵ۽

    ೠ ҕѐ ࢲ࠺झ MDwalks
  42. 2019 ؘ੉ఠࢎ੉঱झ Meetup MDWALKS 42 MDwalks Info HTTPS:/ /MDWALKS.NET

  43. 2019 ؘ੉ఠࢎ੉঱झ Meetup MDWALKS 43 MDwalks Reports HTTPS:/ /MDWALKS.NET

  44. 2019 ؘ੉ఠࢎ੉঱झ Meetup MDWALKS 44 MDwalks R&D HTTPS:/ /MDWALKS.NET

  45. 2019 ؘ੉ఠࢎ੉঱झ Meetup HEALTHCARE DATA ݺࣁࢲ ؘ੉ఠ৬ EMR ؘ੉ఠܳ ࠺Ү೧

    ࠇद׮. 45 Source: Arcadia Solutions
  46. 2019 ؘ੉ఠࢎ੉঱झ 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 ࠄ૕੸ਵ۽ ੄ܐӝ۾ਸ ੷੢ೞӝ ਤ೧ ٣੗ੋ ػ ؘ੉ఠ ੐࢚োҳ, ࠻ؘ੉ఠ ࠙ࢳ, 
 ӝ҅೟ण੉ա ੋҕ૑מਸ ਤೠ ؘ੉ఠо ইפ঻਺
  47. 2019 ؘ੉ఠࢎ੉঱झ Meetup ELECTRONIC HEALTH RECORD Google җ Apple ੄

    ಴ળച ੘স 47
  48. 2019 ؘ੉ఠࢎ੉঱झ 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
  49. 2019 ؘ੉ఠࢎ੉঱झ Meetup MACHINE LEARNING ON EHR EHRղ੄ ѐ߹ജ੗੄ ݽٚ

    ృਗद੼ীࢲ੄ ؘ੉ఠܳ ೞա੄ ؘ੉ఠ ױਤ۽ োѾೞҊ ੉ ؘ੉ఠী ؀೧ࢲ ۄ݂߰ 49
  50. 2019 ؘ੉ఠࢎ੉঱झ Meetup 50 MACHINE LEARNING ON EHR “੿ઁೠ ѐ߹

    ജ੗੄ ؘ੉ఠ + ۄ߰” ী ؀೧ࢲ NNਵ۽ ӝ҅೟णਸ ೞৈ ৘ஏݽ؛(Predickve Model)ਸ ࢤࢿ
  51. “MACHINES WILL REPLACE 
 80 PERCENT OF DOCTORS” “Vinod Khosla”

  52. JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 52 ੋҕ૑מ੉ ੄ࢎܳ ؀୓ೡ ࣻ

    ੓ਸөਃ?
  53. JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 53 ࢎۈ਷ ؘ੉ఠܳ ઁ؀۽ ࠁҊ

    ੓חо?
  54. 2019 ؘ੉ఠࢎ੉঱झ Meetup 54 MDWALKS EXI Pa[ent Dashboard. അ੤ ੄ܐӝҙ

    ղ ജ੗ ੿ࠁܳ ؊ ੜ ࠁӝ ਤೠ Dashboard.
  55. 2019 ؘ੉ఠࢎ੉঱झ Meetup 55 MDWALKS EXI Pa[ent Pathway. ജ੗ҵ੄ ࢚కী

    ٮܲ Pathway Ӓܛച
  56. ۄੋਖझח ೾झாয੄ ݽٚ ੄ࢎѾ੿ী ؘ੉ఠܳ ҕә೤פ׮. DATA ENGINE FOR HEALTHCARE.

  57. ؘ੉ఠ ࢑স, ೾झாয ࠙ঠী ࠺੹ਸ о૑Ҋ ੓ח زܐܳ ҳೞҊ ੓णפ׮.

    * Designer * Medical Data Scientist * Machine-Learning Engineer * Data Engineer * Front-end Engineer “https:/ /linewalks.com/recruit”
  58. THANK YOU For Your Precious Time and Attention. Contact us:

    facebook.com/linewalks linewalks.com wonjun@linewalks.com