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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

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

    @hongwonjun
    ۄੋਖझীࢲ 

    MEDICAL DATA ࢲ࠺झܳ ٜ݅Ҋ ੓णפ׮.
    ഘ ਗ ળ

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  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

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  4. PRESENTATION
    AGENDA
    ਋ܻо ࢤпೞח AI, ਋ܻо ࢤпೞח DATA
    ૒੽ ٜ݅যࠄ Medical DATA ӝ߈ ࢲ࠺झ ੉ঠӝ
    Medical DATA ੉ঠӝ

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  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

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  6. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    ਋ܻо ࢤпೞח AI
    6
    Source: ৔ച “Her”

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  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

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  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

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  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

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  10. “ઑӘ ׮ܲ ؘ੉ఠ ੉ঠӝܳ ೧ࠁѷणפ׮.”

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  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

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  12. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL DATA
    ࢎप ੄ܐ ؘ੉ఠۄח ੉ܴ উীח ষ୒աѱ ݆਷ ؘ੉ఠо ੓णפ׮.
    12
    Source: techcrunch.com

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  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.

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  14. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL AI
    ই݃ب IBM WATSON ੉ о੢ ݢ੷ ځৢۋਸ Ѫ эणפ׮.
    14
    Source: ibm.com

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  15. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL AI
    ׮ܲ AI ٜب ߊ੹ೞҊ ੓णפ׮.
    15
    Source: accenture.com

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  16. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    HEALTHCARE BUSINESS
    ঌ౵Ҋܳ ݅ٚ DeepMind ੄ ׮਺ ই੉మਸ Healthcare ۽ ࢶ੿ೞ৓णפ׮.
    16
    Source: deepmind.com

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  17. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    HEALTHCARE BUSINESS
    Amazon, Berkshire Hathaway, JPMorgan ب ഥࢎܳ ࢸ݀ೞ৓णפ׮.
    17
    Source: techcrunch.com

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  18. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    SMART WATCH
    Apple, Fitbit, Samsung, Garmin, LG ١ ݆ࣻ਷ ӝসٜ੉ ࢎۈ੄ ࢤ୓नഐܳ ࣻ૘ೞח ӝӝܳ ٜ݅Ҋ ੓णפ׮.
    18

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  19. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    HEALTHCARE DATA PLATFORM
    Apple, Google, Samsung, LG ١ ݆ࣻ਷ ӝসٜ੉ झ݃౟ಪਸ ӝ߈ਵ۽ ؘ੉ఠ ೒ۖಬਸ ҳ୷ೞ۰Ҋ ೤פ׮.
    19

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  20. “੗ ੉ઁ ӝ׮ܻ؍, ࢗ૕੄ ӝ۾.”

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

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  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]

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  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:

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  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:

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

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  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੼

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  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૑

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  28. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL CLAIMS DATA
    ੉ۧѱ ࢤӟ Ѫ੉ ؘ੉ఠച ؾפ׮.
    28
    Source: Ѥъࠁ೷बࢎಣоਗ ࠁѤ੄ܐ࠻ؘ੉ఠѐߑदझమ

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  29. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL CLAIMS DATA
    ୒ҳݺࣁࢲ੄ ؘ੉ఠ ҳઑ
    29

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  30. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    ݺࣁࢲ ؘ੉ఠܳ ੉೧ೞӝ ਤೠ ؘ੉ఠ ࣻ૘
    ୒ҳݺࣁࢲ੄ ؘ੉ఠ৬ ੉ܳ ೧ࢳೡ ࣻ ੓ח ݫఋ ؘ੉ఠܳ ࣻ૘ೞҊ ੓णפ׮.
    30

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  31. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MDWALKS ENGINE
    MDwalks Engine ੄ ҳઑ
    31

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

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

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

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

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

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  37. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL SERVICE PROJECT
    ౠ੿ ੄ডಿ੄ ࠂਊ ৈࠗী ٮܲ ૕߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ੤ѐߊী ࢎਊ)
    37

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  38. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MEDICAL SERVICE PROJECT
    2015֙ Stakn Switch ࠙ࢳ
    38

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

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  40. “അ੤ח MDWALKS ܳ ࢲ࠺झೞҊ ੓णפ׮.”

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  41. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MDWALKS
    41
    HTTPS:/
    /MDWALKS.NET
    ݺࣁࢲ ؘ੉ఠܳ ӝ߈ਵ۽ ೠ ҕѐ ࢲ࠺झ MDwalks

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  42. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MDWALKS
    42
    MDwalks Info
    HTTPS:/
    /MDWALKS.NET

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

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

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  45. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    HEALTHCARE DATA
    ݺࣁࢲ ؘ੉ఠ৬ EMR ؘ੉ఠܳ ࠺Ү೧ ࠇद׮.
    45
    Source: Arcadia Solutions

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  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঻਺

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  47. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    ELECTRONIC HEALTH RECORD
    Google җ Apple ੄ ಴ળച ੘স
    47

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  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

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  49. 2019 ؘ੉ఠࢎ੉঱झ Meetup
    MACHINE LEARNING ON EHR
    EHRղ੄ ѐ߹ജ੗੄ ݽٚ ృਗद੼ীࢲ੄ ؘ੉ఠܳ ೞա੄ ؘ੉ఠ ױਤ۽ োѾೞҊ ੉ ؘ੉ఠী ؀೧ࢲ ۄ݂߰
    49

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  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

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  51. “MACHINES WILL REPLACE 

    80 PERCENT OF DOCTORS”
    “Vinod Khosla”

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

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

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  54. 2019 ؘ੉ఠࢎ੉঱झ Meetup 54
    MDWALKS EXI
    Pa[ent Dashboard. അ੤ ੄ܐӝҙ ղ ജ੗ ੿ࠁܳ ؊ ੜ ࠁӝ ਤೠ Dashboard.

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  55. 2019 ؘ੉ఠࢎ੉঱झ Meetup 55
    MDWALKS EXI
    Pa[ent Pathway. ജ੗ҵ੄ ࢚కী ٮܲ Pathway Ӓܛച

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

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  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”

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  58. THANK YOU
    For Your Precious Time and Attention.
    Contact us:
    facebook.com/linewalks
    linewalks.com
    [email protected]

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