의료데이터 기반의 데이터서비스 개발기

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੄ܐؘ੉ఠ ӝ߈੄   ؘ੉ఠࢲ࠺झ ѐߊӝ 2019 ؘ੉ఠ ࢎ੉঱झ Meetup ഘਗળ

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

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

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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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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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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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“ઑӘ ׮ܲ ؘ੉ఠ ੉ঠӝܳ ೧ࠁѷणפ׮.”

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

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

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

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

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

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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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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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“੗ ੉ઁ ӝ׮ܻ؍, ࢗ૕੄ ӝ۾.”

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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“അ੤ח MDWALKS ܳ ࢲ࠺झೞҊ ੓णפ׮.”

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

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

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

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

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

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

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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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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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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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“MACHINES WILL REPLACE   80 PERCENT OF DOCTORS” “Vinod Khosla”

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

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

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

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

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

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ؘ੉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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THANK YOU For Your Precious Time and Attention. Contact us: facebook.com/linewalks linewalks.com wonjun@linewalks.com