Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
의료데이터 기반의 데이터서비스 개발기
Search
Wonjun Hong
May 15, 2019
Technology
0
690
의료데이터 기반의 데이터서비스 개발기
5월 데이터 사이언스 Meetup 발표자료입니다.
Wonjun Hong
May 15, 2019
Tweet
Share
More Decks by Wonjun Hong
See All by Wonjun Hong
헬스케어 데이터 실습
hongwonjun
0
1k
의료 데이터 101
hongwonjun
0
170
건강분야의 데이터 처리 기술
hongwonjun
0
89
The next big thing in data, healthcare!!
hongwonjun
0
120
Other Decks in Technology
See All in Technology
九州の人に知ってもらいたいGISスポット / gis spot in kyushu 2025
sakaik
0
160
猫でもわかるQ_CLI(CDK開発編)+ちょっとだけKiro
kentapapa
0
3.5k
Amazon Inspector コードセキュリティで手軽に実現するシフトレフト
maimyyym
0
110
リリース2ヶ月で収益化した話
kent_code3
1
270
【OptimizationNight】数理最適化のラストワンマイルとしてのUIUX
brainpadpr
2
480
✨敗北解法コレクション✨〜Expertだった頃に足りなかった知識と技術〜
nanachi
1
710
Claude Codeが働くAI中心の業務システム構築の挑戦―AIエージェント中心の働き方を目指して
os1ma
9
2.6k
AIのグローバルトレンド 2025 / ai global trend 2025
kyonmm
PRO
1
140
20250807_Kiroと私の反省会
riz3f7
0
220
Instant Apps Eulogy
cyrilmottier
1
110
AI時代の経営、Bet AI Vision #BetAIDay
layerx
PRO
1
2k
Claude Codeは仕様駆動の夢を見ない
gotalab555
23
6.5k
Featured
See All Featured
Stop Working from a Prison Cell
hatefulcrawdad
271
21k
The Straight Up "How To Draw Better" Workshop
denniskardys
235
140k
Visualization
eitanlees
146
16k
What’s in a name? Adding method to the madness
productmarketing
PRO
23
3.6k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
283
13k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
53
2.9k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
126
53k
Building Applications with DynamoDB
mza
96
6.5k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
16k
Docker and Python
trallard
45
3.5k
GitHub's CSS Performance
jonrohan
1031
460k
Thoughts on Productivity
jonyablonski
69
4.8k
Transcript
ܐؘఠ ӝ߈ ؘఠࢲ࠺झ ѐߊӝ 2019 ؘఠ ࢎझ Meetup ഘਗળ
Picture Place Holder (Just Drag & Drop Your Picture) https://hongwonjun.github.io
@hongwonjun ۄੋਖझীࢲ MEDICAL DATA ࢲ࠺झܳ ٜ݅Ҋ णפ. ഘ ਗ ળ
2019 ؘఠࢎझ 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
PRESENTATION AGENDA ܻо ࢤпೞח AI, ܻо ࢤпೞח DATA ٜ݅যࠄ
Medical DATA ӝ߈ ࢲ࠺झ ঠӝ Medical DATA ঠӝ
2019 ؘఠࢎझ 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
2019 ؘఠࢎझ Meetup ܻо ࢤпೞח AI 6 Source: ച “Her”
2019 ؘఠࢎझ Meetup ARTIFICIAL INTELLIGENCE ࢎप ੋҕמۄח Ѫ ݆ ؘఠܳ
ӝ߈ਵ۽ ஹೊఠܳ زച दఅ Ѫਵ۽ ࠅ ࣻ णפ. 7 DATA DATA DATA DATA DATA Source: techcrunch.com
2019 ؘఠࢎझ Meetup FROM BIGDATA TO AI ੋҕמ بېೞӝө ߔӒۄ٘
ঠӝ 8 ؘఠܳ ऺইࢲ ੋࢎܳ ח. ݓ৬ ӝӈ ١ नചٜҗ ೣԋ ؘఠܳ ऺҊ ऺҊ ऺҊ ऺҊ. BIG DATA (STORAGE) 2012~ ۄૉܻ߬ ١ пઙ ࣗഋ PC ١җ ೣԋ ࣃ ࢲ ۽Ӓې߁ ഐട ࡁ ١ झ݃ਕ ࠁәചо द. ؘఠܳ ࢤࢿೞӝ द. IOT (SENSOR) 2014~ GPU ۽Ӓې߁ਵ۽ োҗ ࡈۄ. ঌ Ҋ റ ੌ߈ੋীѱ ঌ۰ݴ ٩۞ द о ৌܿ. DEEP LEARNING (GPU) 2016~ Source: flexwareinnovation.com Source: artificial-intelligence.blog Source: hadoop.apache.org
2019 ؘఠࢎझ 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 ী ਊٜ թӝח SNS ؘఠܳ ನೣ नޙӝࢎ ١ ؘఠ ࢤࢿ о ৡۄੋী য়ೞח ؘఠ SNS ؘఠ ఖ оѺ ҕद, ೞ୍ ب ࠁ ١ ࠗ࠙ ࠗ ب۽ ҕѐغח ؘఠ ҕҕ ؘఠ
“ઑӘ ܲ ؘఠ ঠӝܳ ೧ࠁѷणפ.”
ࣃࢲীࢲ ࢤࢿػ ؘఠ ࢎۈ ࢤࢿೠ ؘఠ पदрਵ۽ ࢤࢿغח ؘఠ ӝਵ۽
ࢤࢿغח ؘఠ ࠛӏਵ۽ ࢤࢿغח ؘఠ ࢚ ؘఠ োয ؘఠ ࣻ ؘఠ ࠺ਊ ؘఠ ۽Ӓ ؘఠ ৈ۞ Ҕী ա־য ػ ؘఠ ҕҕ ؘఠ
2019 ؘఠࢎझ Meetup MEDICAL DATA ࢎप ܐ ؘఠۄח ܴ উীח
ষաѱ ݆ ؘఠо णפ. 12 Source: techcrunch.com
2019 ؘఠࢎझ Meetup MEDICAL DATA ؘఠ ҙীࢲ ࠁח ܐ ؘఠ
13 ࣁ҅ ੌױ ؘఠ ࢿܫ 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.
2019 ؘఠࢎझ Meetup MEDICAL AI ই݃ب IBM WATSON о
ݢ ځৢۋਸ Ѫ эणפ. 14 Source: ibm.com
2019 ؘఠࢎझ Meetup MEDICAL AI ܲ AI ٜب ߊೞҊ णפ.
15 Source: accenture.com
2019 ؘఠࢎझ Meetup HEALTHCARE BUSINESS ঌҊܳ ݅ٚ DeepMind
ইమਸ Healthcare ۽ ࢶೞणפ. 16 Source: deepmind.com
2019 ؘఠࢎझ Meetup HEALTHCARE BUSINESS Amazon, Berkshire Hathaway, JPMorgan ب
ഥࢎܳ ࢸ݀ೞणפ. 17 Source: techcrunch.com
2019 ؘఠࢎझ Meetup SMART WATCH Apple, Fitbit, Samsung, Garmin, LG
١ ݆ࣻ ӝসٜ ࢎۈ ࢤनഐܳ ࣻೞח ӝӝܳ ٜ݅Ҋ णפ. 18
2019 ؘఠࢎझ Meetup HEALTHCARE DATA PLATFORM Apple, Google, Samsung, LG
١ ݆ࣻ ӝসٜ झ݃ಪਸ ӝ߈ਵ۽ ؘఠ ۖಬਸ ҳ୷ೞ۰Ҋ פ. 19
“ ઁ ӝܻ؍, ӝ۾.”
2019 ؘఠࢎझ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ח ҕҕؘఠܳ
ইࠇद. 21 Source: iT NEWS
2019 ؘఠࢎझ Meetup PUBLIC DATA ੌױ ҳೡ ࣻ ח ҕҕؘఠܳ
ইࠇद. 22 ܐҕҕؘఠѐߑ https://nhiss.nhis.or.kr [Ѥъࠁҕױ] ജࠄؘఠѐߑ http://opendata.hira.or.kr [Ѥъࠁबࢎಣоਗ]
2019 ؘఠࢎझ Meetup MEDIMAP ݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ
/ ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ. 23 ’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘఠ: ా҅ ߽ਗ ؘఠ: Ѥъࠁबࢎಣоਗ Key Features:
2019 ؘఠࢎझ Meetup MEDIMAP ݫ٣ݗ ੋҳࣻ ࠺ ܐӝҙ ب ؘఠ
/ ܐӝҙ Ӕࢿ ؘఠ ١ਸ ઁҕפ. 24 ’ੋҳࣻ ؘఠ ࣻ’ + ‘ੋҳࣻ ࠺ ߽ਗ ب ୶’ + ‘ജ߹ ࣻਃ/ҕә ݽ؛ ѐߊ’ --------------------------------------- = ߹ ߽ਗ/ডҴ ѐತস ࠙ࢳ HTTP:/ /MEDIMAP.NET ੋҳࣻ ؘఠ: ా҅ ߽ਗ ؘఠ: Ѥъࠁबࢎಣоਗ Key Features:
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 25 ജ ߽ਗ ࠁഥࢎ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 26 ઁೠੋ ࠁ Coder ݾী ٮۄ पઁ ࠁ৬ ର बಣ(?) ݺࣁࢲ ؘఠо оҊ ח ೠ҅ ࠺Ү ؘఠ ഋध ળചо غয ܐ࠺ܳ ݽ؛݂ ೡ ࣻ ח 'Ѣ ਬੌೠ' ؘఠ ݺࣁࢲ ؘఠо оҊ ח ъ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ݺࣁࢲ ؘఠী ೧ ঠӝ
೧ࠇद. 27 ߽ਗҗ ജী 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
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ۧѱ ࢤӟ Ѫ ؘఠച
ؾפ. 28 Source: Ѥъࠁबࢎಣоਗ ࠁѤܐ࠻ؘఠѐߑदझమ
2019 ؘఠࢎझ Meetup MEDICAL CLAIMS DATA ҳݺࣁࢲ ؘఠ ҳઑ 29
2019 ؘఠࢎझ Meetup ݺࣁࢲ ؘఠܳ ೧ೞӝ ਤೠ ؘఠ ࣻ ҳݺࣁࢲ
ؘఠ৬ ܳ ೧ࢳೡ ࣻ ח ݫఋ ؘఠܳ ࣻೞҊ णפ. 30
2019 ؘఠࢎझ Meetup MDWALKS ENGINE MDwalks Engine ҳઑ 31
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ࢚߽ ز߈ ߊ߽ दпച
۽ં 32
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ݒ౭תݫप زदߑ ֎ਕ 33
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ੋङܽ-ઓ ַ߽ ߑ ಁఢ
34
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ࣗ۽झ ߽ োѾ Ӓې
35
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ആъೞઁ ࠙ࢳചݶ 36
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT ౠ ডಿ ࠂਊ ৈࠗী
ٮܲ ߽ ߊ߽ਯਸ ઑࢎೞח ో (नড ѐߊী ࢎਊ) 37
2019 ؘఠࢎझ Meetup MEDICAL SERVICE PROJECT 2015֙ Stakn Switch ࠙ࢳ
38
2019 ؘఠࢎझ Meetup 39 MDwalks Analykcs MEDICAL SERVICE PROJECT
“അח MDWALKS ܳ ࢲ࠺झೞҊ णפ.”
2019 ؘఠࢎझ Meetup MDWALKS 41 HTTPS:/ /MDWALKS.NET ݺࣁࢲ ؘఠܳ ӝ߈ਵ۽
ೠ ҕѐ ࢲ࠺झ MDwalks
2019 ؘఠࢎझ Meetup MDWALKS 42 MDwalks Info HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup MDWALKS 43 MDwalks Reports HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup MDWALKS 44 MDwalks R&D HTTPS:/ /MDWALKS.NET
2019 ؘఠࢎझ Meetup HEALTHCARE DATA ݺࣁࢲ ؘఠ৬ EMR ؘఠܳ ࠺Ү೧
ࠇद. 45 Source: Arcadia Solutions
2019 ؘఠࢎझ 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 ࠄਵ۽ ܐӝ۾ਸ ೞӝ ਤ೧ ٣ੋ ػ ؘఠ ࢚োҳ, ࠻ؘఠ ࠙ࢳ, ӝ҅णա ੋҕמਸ ਤೠ ؘఠо ইפ
2019 ؘఠࢎझ Meetup ELECTRONIC HEALTH RECORD Google җ Apple
ળച স 47
2019 ؘఠࢎझ 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
2019 ؘఠࢎझ Meetup MACHINE LEARNING ON EHR EHRղ ѐ߹ജ ݽٚ
ృਗदীࢲ ؘఠܳ ೞա ؘఠ ױਤ۽ োѾೞҊ ؘఠী ೧ࢲ ۄ݂߰ 49
2019 ؘఠࢎझ Meetup 50 MACHINE 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 52 ੋҕמ ࢎܳ ೡ ࣻ
ਸөਃ?
JAFAR DESIGNS STUDIO BUSINESS PROPOSAL 53 ࢎۈ ؘఠܳ ઁ۽ ࠁҊ
חо?
2019 ؘఠࢎझ Meetup 54 MDWALKS EXI Pa[ent Dashboard. അ ܐӝҙ
ղ ജ ࠁܳ ؊ ੜ ࠁӝ ਤೠ Dashboard.
2019 ؘఠࢎझ Meetup 55 MDWALKS EXI Pa[ent Pathway. ജҵ ࢚కী
ٮܲ Pathway Ӓܛച
ۄੋਖझח झாয ݽٚ ࢎѾী ؘఠܳ ҕәפ. DATA ENGINE FOR HEALTHCARE.
ؘఠ স, झாয ࠙ঠী ࠺ਸ оҊ ח زܐܳ ҳೞҊ णפ.
* Designer * Medical Data Scientist * Machine-Learning Engineer * Data Engineer * Front-end Engineer “https:/ /linewalks.com/recruit”
THANK YOU For Your Precious Time and Attention. Contact us:
facebook.com/linewalks linewalks.com
[email protected]