5월 데이터 사이언스 Meetup 발표자료입니다.
ܐؘఠ ӝ߈ ؘఠࢲ࠺झ ѐߊӝ2019 ؘఠ ࢎझ Meetupഘਗળ
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Picture Place Holder(Just Drag & Drop Your Picture)https://hongwonjun.github.io @hongwonjunۄੋਖझীࢲ MEDICAL DATA ࢲ࠺झܳ ٜ݅Ҋ णפ.ഘ ਗ ળ
2019 ؘఠࢎझ Meetupঠӝ ೡ Ѫҗ ঠӝ ೞ ঋਸ Ѫ3ঠӝ ೞ ঋਸ Ѫ ঠӝࢲߡ ইఃఫ ঠӝ٩۞, ݠन۞ ݽ؛ ঠӝঠӝ ೡ Ѫܐ ؘఠী ঠӝܐ ؘఠী ӝ߈ೠ ࠺ૉפझ ঠӝܐ ؘఠ۽ ݅ٚ ࢲ࠺झ ঠӝ
PRESENTATIONAGENDAܻо ࢤпೞח AI, ܻо ࢤпೞח DATA ٜ݅যࠄ Medical DATA ӝ߈ ࢲ࠺झ ঠӝMedical DATA ঠӝ
2019 ؘఠࢎझ Meetupܻо ࢤпೞח AI5DeepmindALPHAGOSource: deepmind.comGoogle, Uber, Tesla, Nissan, and other automakersSELF-DRIVING CARSource: ucsusaGoogle, Amazon, Kakao, Naver, and other majorsSMART SPEARKERSource: kakao.ai
2019 ؘఠࢎझ Meetupܻо ࢤпೞח AI6Source: ച “Her”
2019 ؘఠࢎझ MeetupARTIFICIAL INTELLIGENCEࢎप ੋҕמۄח Ѫ ݆ ؘఠܳ ӝ߈ਵ۽ ஹೊఠܳ زച दఅ Ѫਵ۽ ࠅ ࣻ णפ.7DATA DATA DATA DATA DATASource: techcrunch.com
2019 ؘఠࢎझ MeetupFROM BIGDATA TO AIੋҕמ بېೞӝө ߔӒۄ٘ ঠӝ8ؘఠܳ ऺইࢲ ੋࢎܳ ח. ݓ৬ӝӈ ١ नചٜҗ ೣԋ ؘఠܳ ऺҊ ऺҊऺҊ ऺҊ.BIG DATA (STORAGE)2012~ۄૉܻ߬ ١ пઙ ࣗഋ PC ١җ ೣԋ ࣃࢲ ۽Ӓې߁ ഐട ࡁ ١ झ݃ਕࠁәചо द. ؘఠܳ ࢤࢿೞӝ द.IOT (SENSOR)2014~GPU ۽Ӓې߁ਵ۽ োҗ ࡈۄ. ঌҊ റ ੌ߈ੋীѱ ঌ۰ݴ ٩۞ दо ৌܿ.DEEP LEARNING (GPU)2016~Source: flexwareinnovation.com Source: artificial-intelligence.blogSource: hadoop.apache.org
2019 ؘఠࢎझ Meetupܻо ࢤпೞח DATA9ࢲ࠺झ ਸ ೞݶࢲ ೞח ஏী ऺח ؘఠ, Ӓ۽झ ೧ఊ, ݃ாী ݆ ࢎਊࢲ࠺झ ਊ ۽Ӓ ؘఠղо ऺইࢲ ࠙ࢳೞח ؘఠ,о҅ࠗ, ੌ, ز ۽Ӓ ١١ࢤഝ ۽Ӓ ؘఠTwitter, Facebook, Instagram ನೣ ܻ࠭ ࢲ࠺झ ١ী ਊٜ թӝח SNS ؘఠܳ ನೣ नޙӝࢎ ١ؘఠ ࢤࢿ о ৡۄੋী য়ೞח ؘఠSNS ؘఠఖ оѺ ҕद, ೞ୍ ب ࠁ ١ ࠗ࠙ ࠗ ب۽ ҕѐغח ؘఠҕҕ ؘఠ
“ઑӘ ܲ ؘఠ ঠӝܳ ೧ࠁѷणפ.”
ࣃࢲীࢲ ࢤࢿػ ؘఠࢎۈ ࢤࢿೠ ؘఠपदрਵ۽ ࢤࢿغח ؘఠӝਵ۽ ࢤࢿغח ؘఠࠛӏਵ۽ ࢤࢿغח ؘఠ࢚ ؘఠোয ؘఠࣻ ؘఠ࠺ਊ ؘఠ۽Ӓ ؘఠ ৈ۞ Ҕী ա־য ػ ؘఠҕҕ ؘఠ
2019 ؘఠࢎझ MeetupMEDICAL DATAࢎप ܐ ؘఠۄח ܴ উীח ষաѱ ݆ ؘఠо णפ.12Source: techcrunch.com
2019 ؘఠࢎझ MeetupMEDICAL DATAؘఠ ҙীࢲ ࠁח ܐ ؘఠ13ࣁ҅ ੌױ ؘఠ ࢿܫ 56.0%োಣӐ 72.2% ࢿ߽ߑ, ডಿ ಿ/ҙܻ, ܐ दझమ ࢲ࠺झ ഄन (Ҵӝળ)ࢎਊо ড 470ઑਗ060012001800240030002015 20202,314 Exabyte153 Exabyteܐӝ۾, ܐѨ, झாযӝӝ ١ (500 ੑਗധ ߽ਗӝળ)߽ਗ 50 ಕఋ߄Source: IDC, EMC Digital Universe.; Mckinsey&Company.
2019 ؘఠࢎझ MeetupMEDICAL AIই݃ب IBM WATSON о ݢ ځৢۋਸ Ѫ эणפ.14Source: ibm.com
2019 ؘఠࢎझ MeetupMEDICAL AIܲ AI ٜب ߊೞҊ णפ.15Source: accenture.com
2019 ؘఠࢎझ MeetupHEALTHCARE BUSINESSঌҊܳ ݅ٚ DeepMind ইమਸ Healthcare ۽ ࢶೞणפ.16Source: deepmind.com
2019 ؘఠࢎझ MeetupHEALTHCARE BUSINESSAmazon, Berkshire Hathaway, JPMorgan ب ഥࢎܳ ࢸ݀ೞणפ.17Source: techcrunch.com
2019 ؘఠࢎझ MeetupSMART WATCHApple, Fitbit, Samsung, Garmin, LG ١ ݆ࣻ ӝসٜ ࢎۈ ࢤनഐܳ ࣻೞח ӝӝܳ ٜ݅Ҋ णפ.18
2019 ؘఠࢎझ MeetupHEALTHCARE DATA PLATFORMApple, Google, Samsung, LG ١ ݆ࣻ ӝসٜ झ݃ಪਸ ӝ߈ਵ۽ ؘఠ ۖಬਸ ҳ୷ೞ۰Ҋ פ.19
“ ઁ ӝܻ؍, ӝ۾.”
2019 ؘఠࢎझ MeetupPUBLIC DATAੌױ ҳೡ ࣻ ח ҕҕؘఠܳ ইࠇद.21Source: iT NEWS
2019 ؘఠࢎझ MeetupPUBLIC DATAੌױ ҳೡ ࣻ ח ҕҕؘఠܳ ইࠇद.22ܐҕҕؘఠѐߑ https://nhiss.nhis.or.kr [Ѥъࠁҕױ]ജࠄؘఠѐߑ http://opendata.hira.or.kr [Ѥъࠁबࢎಣоਗ]
2019 ؘఠࢎझ MeetupMEDIMAPݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ / ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ.23’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳHTTP://MEDIMAP.NETੋҳࣻ ؘఠ: ా߽҅ਗ ؘఠ: ѤъࠁबࢎಣоਗKey Features:
2019 ؘఠࢎझ MeetupMEDIMAPݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ / ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ.24’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳHTTP://MEDIMAP.NETੋҳࣻ ؘఠ: ా߽҅ਗ ؘఠ: ѤъࠁबࢎಣоਗKey Features:
2019 ؘఠࢎझ MeetupMEDICAL CLAIMS DATAݺࣁࢲ ؘఠী ೧ ঠӝ ೧ࠇद.25ജ ߽ਗࠁഥࢎ
2019 ؘఠࢎझ MeetupMEDICAL CLAIMS DATAݺࣁࢲ ؘఠী ೧ ঠӝ ೧ࠇद.26ઁೠੋ ࠁCoder ݾী ٮۄ पઁ ࠁ৬ ରबಣ(?)ݺࣁࢲ ؘఠо оҊ ח ೠ҅࠺Ү ؘఠ ഋध ળചо غযܐ࠺ܳ ݽ؛݂ ೡ ࣻ ח 'Ѣ ਬੌೠ' ؘఠݺࣁࢲ ؘఠо оҊ ח ъ
2019 ؘఠࢎझ MeetupMEDICAL CLAIMS DATAݺࣁࢲ ؘఠী ೧ ঠӝ ೧ࠇद.27߽ਗҗ ജী ೠ ࠁ. ࠺ध߹ച ػ.־о ־ҷ ܐ೮חܐ೯ਤ৬ ߑೠ ডী ೠ ࠁযڌѱ ܐ೮ח02040103ױೠ ߽ী ೠ ࠁ৵ ܐ೮חп ܐ ೯ਤ / ైৈػ ডী ೠ ࠺ਊ ࠁ࠺ਊ ݃ա ߊࢤ೮ח
2019 ؘఠࢎझ MeetupMEDICAL CLAIMS DATAۧѱ ࢤӟ Ѫ ؘఠച ؾפ.28Source: Ѥъࠁबࢎಣоਗ ࠁѤܐ࠻ؘఠѐߑदझమ
2019 ؘఠࢎझ MeetupMEDICAL CLAIMS DATAҳݺࣁࢲ ؘఠ ҳઑ29
2019 ؘఠࢎझ Meetupݺࣁࢲ ؘఠܳ ೧ೞӝ ਤೠ ؘఠ ࣻҳݺࣁࢲ ؘఠ৬ ܳ ೧ࢳೡ ࣻ ח ݫఋ ؘఠܳ ࣻೞҊ णפ.30
2019 ؘఠࢎझ MeetupMDWALKS ENGINEMDwalks Engine ҳઑ31
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECT࢚߽ ز߈ ߊ߽ दпച ۽ં32
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECTݒ౭תݫप زदߑ ֎ਕ33
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECTੋङܽ-ઓ ַ߽ ߑ ಁఢ34
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECTࣗ۽झ ߽ োѾ Ӓې35
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECTആъೞઁ ࠙ࢳചݶ36
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECTౠ ডಿ ࠂਊ ৈࠗী ٮܲ ߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ѐߊী ࢎਊ)37
2019 ؘఠࢎझ MeetupMEDICAL SERVICE PROJECT2015֙ Stakn Switch ࠙ࢳ38
2019 ؘఠࢎझ Meetup 39MDwalks AnalykcsMEDICAL SERVICE PROJECT
“അח MDWALKS ܳ ࢲ࠺झೞҊ णפ.”
2019 ؘఠࢎझ MeetupMDWALKS41HTTPS://MDWALKS.NETݺࣁࢲ ؘఠܳ ӝ߈ਵ۽ ೠ ҕѐ ࢲ࠺झ MDwalks
2019 ؘఠࢎझ MeetupMDWALKS42MDwalks InfoHTTPS://MDWALKS.NET
2019 ؘఠࢎझ MeetupMDWALKS43MDwalks ReportsHTTPS://MDWALKS.NET
2019 ؘఠࢎझ MeetupMDWALKS44MDwalks R&DHTTPS://MDWALKS.NET
2019 ؘఠࢎझ MeetupHEALTHCARE DATAݺࣁࢲ ؘఠ৬ EMR ؘఠܳ ࠺Ү೧ ࠇद.45Source: Arcadia Solutions
2019 ؘఠࢎझ MeetupELECTRONIC HEALTH RECORDEHR ؘఠ ౠࢿ (ݶࢲ ޙઁ)46নೠ ݓۅ ؘఠо ݽৈ.- әपীࢲ ࢤࢿೞח ؘఠ- ੑਗद ࢤࢿغח ؘఠ- Ѩࢎӝ۾ ػ ؘఠMULTI-FACETED DATAೖо ݆.HIGH-DIMENSIONALITYऺח ࣘبо ؘఠ݃ ܰ.TEMPORAL IRREGULARITY- ߽ਗ݃ झః݃о ܰ- ߽ਗ݃ ࢎਊೞח ٘ ҅о ܰ.HETEROGENEITYࠄਵ۽ ܐӝ۾ਸ ೞӝ ਤ೧ ٣ੋ ػ ؘఠ࢚োҳ, ࠻ؘఠ ࠙ࢳ, ӝ҅णա ੋҕמਸ ਤೠ ؘఠо ইפ
2019 ؘఠࢎझ MeetupELECTRONIC HEALTH RECORDGoogle җ Apple ળച স47
2019 ؘఠࢎझ MeetupELECTRONIC HEALTH RECORDળച ਃࢿ48Hospital #1 DATA SERVICE #1Hospital #2 DATA SERVICE #2Hospital #3 DATA SERVICE #3... ...Hospital #n DATA SERVICE #nળച
2019 ؘఠࢎझ MeetupMACHINE LEARNING ON EHREHRղ ѐ߹ജ ݽٚ ృਗदীࢲ ؘఠܳ ೞա ؘఠ ױਤ۽ োѾೞҊ ؘఠী ೧ࢲ ۄ݂߰49
2019 ؘఠࢎझ Meetup 50MACHINE 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 52ੋҕמ ࢎܳ ೡ ࣻ ਸөਃ?
JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 53ࢎۈ ؘఠܳ ઁ۽ ࠁҊ חо?
2019 ؘఠࢎझ Meetup 54MDWALKS EXIPa[ent Dashboard. അ ܐӝҙ ղ ജ ࠁܳ ؊ ੜ ࠁӝ ਤೠ Dashboard.
2019 ؘఠࢎझ Meetup 55MDWALKS EXIPa[ent Pathway. ജҵ ࢚కী ٮܲ Pathway Ӓܛച
ۄੋਖझח झாযݽٚ ࢎѾী ؘఠܳ ҕәפ.DATA ENGINE FOR HEALTHCARE.
ؘఠ স, झாয ࠙ঠী ࠺ਸ оҊ חزܐܳ ҳೞҊ णפ.* Designer* Medical Data Scientist* Machine-Learning Engineer* Data Engineer* Front-end Engineer“https://linewalks.com/recruit”
THANK YOUFor Your Precious Time and Attention.Contact us:facebook.com/linewalkslinewalks.com[email protected]
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