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The next big thing in data, healthcare!!

The next big thing in data, healthcare!!

데이터야놀자 2018

Wonjun Hong

October 19, 2018
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  1. The next big thing in data, Healthcare!! 2018 ؘ੉ఠঠ֥੗ ഘਗળ

    © Linewalks Inc.
  2. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks Picture Place Holder (Just

    Drag & Drop) ABOUT LINEWALKS DATA TECH COMPANY FOR HEALTHCARE SYSTEM * 2013년 11월 한국전자통신연구원 (ETRI) 연구소 창업 * 2014년 01월 주식회사 라인웍스 법인설립 * 2014년 06월 미래부, 빅데이터 활용 시범사업 의료분야 사업자 선정 * 2016년 01월 카이트 창업가 재단 엔젤투자 * 2016년 02월 TIPS 선정 * 2016년 04월 중기청, 의료 빅데이터 레이크 사업 * 2018년 04월 카카오인베스트먼트 투자 * 2018년 04월 ‘AI(지능형)기반 정밀의료 솔루션 사업’ (K-DaSH)
  3. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ੉ঠӝ ೡ Ѫҗ ੉ঠӝ

    ೞ૑ ঋਸ Ѫ 3 ੉ঠӝ ೞ૑ ঋਸ Ѫ ੄೟ ੉ঠӝ ࢲߡ ইఃఫ୊ ੉ঠӝ ٩۞׬, ݠन۞׬ ݽ؛ ੉ঠӝ ੉ঠӝ ೡ Ѫ ೾झாয ؘ੉ఠী ੉ঠӝ ೾झாয ؘ੉ఠী ӝ߈ೠ ࠺ૉפझ ੉ঠӝ ೾झாয ؘ੉ఠ۽ ݅ٚ ࢲ࠺झ ੉ঠӝ
  4. PRESENTATION AGENDA ਋ܻо ࢤпೞח AI, ਋ܻо ࢤпೞח DATA ૒੽ ٜ݅যࠄ

    Healthcare DATA ӝ߈ ࢲ࠺झ ੉ঠӝ Healthcare DATA ੉ঠӝ
  5. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ਋ܻ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. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ਋ܻо ࢤпೞח AI 6

    Source: ৔ച “Her”
  7. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ਋ܻо ࢤпೞח DATA 7

    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
  8. “ઑӘ ׮ܲ ؘ੉ఠ ੉ঠӝܳ ೧ࠁѷणפ׮.”

  9. 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
  10. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE DATA ࢎप ೾झாয

    ؘ੉ఠۄח ੉ܴ উীח ষ୒աѱ ݆਷ ؘ੉ఠо ੓णפ׮. 10 Source: techcrunch.com
  11. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE DATA ؘ੉ఠ੄ ҙ੼ীࢲ

    ࠁח ೾झாয ؘ੉ఠ 11 ੹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.
  12. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ARTIFICIAL INTELLIGENCE ࢎप ੋҕ૑מ੉ۄח

    Ѫ਷ ݆਷ ؘ੉ఠܳ ӝ߈ਵ۽ ஹೊఠܳ ੗زച दఅ Ѫਵ۽ ࠅ ࣻ ੓णפ׮. 12 DATA DATA DATA DATA DATA Source: techcrunch.com
  13. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks FROM BIGDATA TO AI

    ੋҕ૑מ੄ بېೞӝө૑੄ ߔӒۄ਍٘ ੉ঠӝ 13 ؘ੉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
  14. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE AI ই݃ب IBM

    WATSON ੉ о੢ ݢ੷ ځৢۋਸ Ѫ эणפ׮. 14 Source: ibm.com
  15. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE AI ׮ܲ AI

    ٜب ߊ੹ೞҊ ੓णפ׮. 15 Source: accenture.com
  16. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE BUSINESS ঌ౵Ҋܳ ݅ٚ

    DeepMind ੄ ׮਺ ই੉మਸ Healthcare ۽ ࢶ੿ೞ৓णפ׮. 16 Source: deepmind.com
  17. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE BUSINESS Amazon, Berkshire

    Hathaway, JPMorgan ب ഥࢎܳ ࢸ݀ೞ৓णפ׮. 17 Source: techcrunch.com
  18. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks SMART WATCH Apple, Fitbit,

    Samsung, Garmin, LG ١ ݆ࣻ਷ ӝসٜ੉ ࢎۈ੄ ࢤ୓नഐܳ ࣻ૘ೞח ӝӝܳ ٜ݅Ҋ ੓णפ׮. 18
  19. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE DATA PLATFORM Apple,

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

  21. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks PUBLIC DATA ੌױ ҳೡ

    ࣻ ੓ח ҕҕؘ੉ఠܳ ଺ইࠇद׮. 21 Source: iT NEWS
  22. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDIMAP ݫ٣ݗ਷ ੋҳࣻ ؀࠺

    ੄ܐӝҙ ޻૘ب ؘ੉ఠ / ੄ܐӝҙ ੽Ӕࢿ ؘ੉ఠ ١ਸ ઁҕ೤פ׮. 22 ’ੋ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:
  23. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 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. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE DATA ੉ઁࠗఠח ߽ਗীࢲ

    ٜ݅য૑ח ؘ੉ఠܳ ৌযࠁѷणפ׮. 24 Source: Arcadia Solutions
  25. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ݺࣁࢲ ؘ੉ఠী

    ؀೧ ੉ঠӝ ೧ࠇद׮. 25 ߽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૑
  26. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ୒ҳݺࣁࢲ੄ ؘ੉ఠ

    ҳઑ 26
  27. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ݺࣁࢲ ؘ੉ఠܳ ੉೧ೞӝ ਤೠ

    ؘ੉ఠ ࣻ૘ ୒ҳݺࣁࢲ੄ ؘ੉ఠ৬ ੉ܳ ೧ࢳೡ ࣻ ੓ח ݫఋ ؘ੉ఠܳ ࣻ૘ೞҊ ੓णפ׮. 27
  28. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS ENGINE MDwalks Engine

    ੄ ҳઑ 28
  29. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ࢚߽੄ ز߈

    ߊ߽ दпച ೐۽ં౟ 29
  30. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ੉ݒ౭תݫप࢑৏ زद୊ߑ

    ֎౟ਕ௼ 30
  31. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ੋङܽ-੄ઓ ׼ַ߽੄

    ୊ߑ ಁఢ 31
  32. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ޷ࣗ೐۽झ఺੄ ૕߽

    োѾ Ӓې೐ 32
  33. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ആ঑ъೞઁ ࠙ࢳചݶ

    33
  34. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS ౠ੿ ੄ডಿ੄

    ࠂਊ ৈࠗী ٮܲ ૕߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ੤ѐߊী ࢎਊ) 34
  35. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MEDICAL CLAIMS 2015֙ Stahn

    Switch ࠙ࢳ 35
  36. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ݻ о૑ Үള ࢗ૕੄

    Ѿҗޛ੉ۇө 36 ؘ੉ఠ ࠺ૉפझח ੉ઁ द੘غ঻णפ׮. ૑Ә੄ ؘ੉ఠ ࠺ૉפझ ହসоח ࢎস੉ ইפ ۄ ࢑সਸ ٜ݅য աоঠ ೤פ׮. ؘ੉ఠ ࠺ૉפझח ղਊҗ о஖(Ҋё੉੊)о ૒ҙ੸੉যঠ ೤פ׮. पઁ۽ Ҋё਷ ষ୒աѱ ؀ױೠ ؘ੉ఠܳ ਗೞ૑ ঋणפ׮. ੗न੉ ೙ਃೠ ؘ੉ఠ݅ ਗ೤פ׮. ച۰ೠ ഋక੄ ؘ੉ఠࢲ࠺झࠁ׮ח ࠄ૕੸ਵ ۽ ߄۽ ࢎਊ੉ оמೠ ഋకо ؊ જ਷ ઁಿੑ פ׮. ؘ੉ఠ ࠺ૉפझח (ೠ ٸ੄ ࠻ؘ੉ఠ৬ э਷) ੗ӓ੸ੋ ா੉झ झఠ٣о ইפۄ ૑ࣘ੸ਵ۽ о஖ܳ ઁҕೡ ࣻ ੓ਸ ٸ ࢎসਵ۽ ࢿ੢ оמ೤פ׮.
  37. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS 37 HTTP:/ /MDWALKS.NET

    MDwalks
  38. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS 38 HTTP:/ /MDWALKS.NET

    MDwalks Info
  39. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS 39 HTTP:/ /MDWALKS.NET

    MDwalks Reports
  40. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS 40 HTTP:/ /MDWALKS.NET

    MDwalks Analyhcs
  41. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS 41 HTTP:/ /MDWALKS.NET

    MDwalks R&D
  42. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks HEALTHCARE DATA ׮द ೠߣ

    ݺࣁࢲ ؘ੉ఠ৬ EMR ؘ੉ఠܳ ࠺Ү೧ ࠇद׮. 42 Source: Arcadia Solutions
  43. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ELECTRONIC HEALTH RECORD EHR

    ؘ੉ఠ੄ ౠࢿ (੉ݶࢲ ޙઁ) 43 ׮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঻਺
  44. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ELECTRONIC HEALTH RECORD Google

    җ Apple ب ಴ળചܳ द੘ೞ৓णפ׮. 44
  45. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks EHR ؘ੉ఠ ఐ࢝ ѐ߹ജ੗

    ߑޙಁఢ ఋ੐ۄੋ (with disease code) 45
  46. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 46 EHR ؘ੉ఠ ఐ࢝

    ѐ߹ജ੗ ߑޙಁఢ ఋ੐ۄੋ (with disease code)
  47. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks MDWALKS EXI EHRղ੄ ѐ߹ജ੗੄

    ݽٚ ృਗद੼ীࢲ੄ ؘ੉ఠܳ ೞա੄ ؘ੉ఠ ױਤ۽ োѾೞҊ ੉ ؘ੉ఠী ؀೧ࢲ ۄ݂߰ 47
  48. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 48 MDWALKS EXI “੿ઁೠ

    ѐ߹ ജ੗੄ ؘ੉ఠ + ۄ߰” ী ؀೧ࢲ NNਵ۽ ӝ҅೟णਸ ೞৈ ৘ஏݽ؛(Predichve Model)ਸ ࢤࢿ
  49. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 49 MDWALKS EXI 1.

    ജ੗ ੤ੑਗ ৘ஏ. ٩۞׬(ӝ҅೟ण)ਸ ా೧ п ੑਗജ੗ٜ੄ ృਗ റ 30ੌ ղী ੤ੑਗ (Readmission) ഛܫ ৘ஏ
  50. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 50 MDWALKS EXI 2.

    ജ੗ ؘ੉ఠ ఐ࢝. п ജ੗੄ ߑޙಁఢ, ૓ױ(diagnosis), Ѩࢎ(lab data) ١੄ ؘ੉ఠܳ ఐ࢝ೡ ࣻ ੓ח ಕ੉૑ ઁҕ
  51. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks 51 MDWALKS EXI 3.

    ੄ܐ ೯ਤ ബҗ ৘ஏ. അ੤ ؘ੉ఠ ੉റ ୶о ੄ܐ೯ਤ(procedure), Ѩࢎ(lab data), ైড·୊ߑ(drug) ١੄ ؘ੉ఠ۽ ୶о ৘ஏ
  52. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ੉ઁ ݃૑݄ যଧࠁݶ э਷

    ੉ঠӝ 52 ఐ࢝ࢳ ؘ੉ఠ ࠙ࢳ(EDA)ܳ द੘ೞࣁਃ. ૒੽ ౵೻୛ࠊঠ о஖ܳ ଺ਸ ࣻ ੓णפ׮. दпചח ഈসী ݒ਋ ബҗ੸ੑפ׮. ౵౟ցٚ Ҋё੉ٚ э਷ Ѫਸ ࠁইঠ э਷ ੄޷۽ ੉೧೤פ׮. ࠻ؘ੉ఠח খਵ۽੄ ੌਸ ৘ஏೞח Ѫ੉ ইפۄ അ੤ যڃ ੌ੉ ੌযաҊ ੓ח૑ ঌই଻Ҋ, оࢸਸ ࡅܰѱ ѨૐೞҊ ߸ചܳ ٜ݅য т ࣻ ੓ѱ ೞח ૑ஜੑפ׮. ؘ੉ఠח بҳ੉૑ Ӓ ੗୓۽ о஖ ੓૑ ঋणפ׮. ࠻ؘ੉ఠ ਽ਊࢲ࠺झ, ੋҕ૑מ ਽ਊࢲ࠺झ۽ ೙ਃೠ ӝמਸ ૑ࣘ੸ਵ۽ ઁҕ೧ঠ ೤פ׮.
  53. 2018 ؘ੉ఠঠ֥੗ Data Tech Company, Linewalks ૓૞ ݃૑݄ ೾झாয੄ ҙ੼ীࢲ

    53 җো ੋҕ૑מ੉ ੄ࢎܳ ؀୓ೡ ࣻ ੓ਸөਃ?
  54. ؘ੉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”
  55. THANK YOU For Your Precious Time and Attention. Contact us:

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