AI로 난치병을 치료할 수 있을까요?

#Large-scale #DrugDiscovery #Protein

항체 신약 설계 분야에 사용되는 다양한 AI 기술을 소개합니다

발표자 : rian.brain
카카오브레인 AI 신약개발팀에서 Large-scale AI 기반 항체 신약 설계 연구를 진행하고 있는 Rian입니다.

Transcript

1. $PQZSJHIU ,BLBP $PSQ"MMSJHIUTSFTFSWFE3FEJTUSJCVUJPOPSQVCMJDEJTQMBZJTOPUQFSNJUUFEXJUIPVUXSJUUFOQFSNJTTJPOGSPN,BLBP
   "*۽ դ஖߽ਸ ஖ܐೡ ࣻ ੓ਸөਃ
   JG LBLBP
   
   ஠஠য় ࠳ۨੋ
   ੉ਬೠ SJBOCSBJO
   

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2. नডѐߊ੉ۆ
   "*GPSनডѐߊ
   ஠஠য়࠳ۨੋ੄ नডѐߊ
   ޷ېܳ ೱೞৈ
   

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3. नডѐߊ੉ۆ
   

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4. ড੉ۆ
   8)0 ੿੄ীࢲ ੄ডಿ਷ ࢎਊ੗੄ ੉੊ਸ ਤ೧ࢲ
   ࢤܻ੸ दझమ ژח ૕߽࢚కܳ ߸ചदఃѢա
   Ѩషೞӝ ਤ೧ࢲ ࢎਊغח ݽٚ ޛ૕
   ࠺ఋ޹э਷ ড਷ ࠗ઒ೠ ਃࣗ੄ ࠁ୽
   ߔन ١਷ ഐܰހ ١ ૕߽ ߂ х৏੄ ߑ૑৉ೡ
   ৈ۞ ׮ܲ ডޛٜ۽ ਋ܻח ةࣗܳ ൞ࢳ
   ࢕੄ ૕ਸ ѐࢶ
   

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5. नডѐߊ਷ য۵׮
   ӝୡఐ࢝োҳ ੹੐࢚ ੐࢚ ೲо
   

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6. प೷ਸ ࢎਊೠ नডѐߊ
   о੢ ৉ࢎо ӨҊ ੹ా੸ਵ۽ ࢎਊغযৡ
   ޙઁ೧Ѿ ߑߨ
   ఋѶਸ ߊҷೞח Ѫࠗఠ द੘ೞৈ ైৈ۝ী ؀ೠ
   प೷ ੐࢚ प೷ө૑ ࢎۈ੄ оࢸ ӝ߈ਵ۽ प೷ਸ
   ా೧ Ѿҗܳ ب୹
   ࢸ҅ೠ ডਸ ૒੽ ٜ݅যղҊ ੉۞ೠ ড੉ ੿݈
   ࢸ҅ೠ ݽনਸ о૑Ҋ ੓ח૑ दпച
   ੿ഛೞҊ न܉ೡ݅ೠ ୭Ҋ੄ ߑߨ੉૑݅ উఋӰѱب
   प೷ ࠺ਊ੸ੋ ޙઁо ੉ग
   

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7. ୷੸ػ ؘ੉ఠ߬੉झ ੷࠙੗
   ஖ܐೞҊ੗ ೞח ࠗਤী о੢ ੸೤ೠ ডਸ ଺ח
   җ੿ੋ नডѐߊ਷ Ѥୡ؊޷ ژח ݽېࢎ੢ীࢲ
   ߄ט଺ӝ৬ э਺
   1VC$IFN੉ۄח ച೤ޛٜ੄ ҕѐ ഝࢿ ੿ࠁ
   ؘ੉ఠ߬੉झ
   ࠄ ؘ੉ఠ߬੉झীח ࠁҊػ ੷࠙੗ച೤ޛ਷ ড
   রѐ ੿ب
   ݅ড ౠ੿ ૕߽ "ী ؀ೞৈ ੷࠙੗ ച೤ޛ۽ ডਸ
   ݅ٚ׮Ҋ ೮ਸ द ࠺ਊҗ दр ੉ग۽ Ѩૐী ݆਷
   दр੉ ࣗਃؽ
   

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8. ୷੸ػ ؘ੉ఠ߬੉झ ױߔ૕
   ױߔ૕ नড੄ ҃਋ 1SPUFJO%BUB#BOL
   ױߔ૕ ҳઑ੿ࠁח ઱۽ 9SBZ࢑ۆ प೷ ೨੗ӝ
   ҕݺ /VDMFBS.BHOFUJD3FTPOBODF
   ਸ ੉ਊೠ
   प೷੿ࠁܳ ాೞৈ ঳ਸ ࣻ ੓ਵݴ അ੤ ড ݅ѐ੄
   ҳઑ੿ࠁо ࣻ۾
   ݅ড ౠ੿ ૕߽ "ী ؀ೞৈ ױߔ૕ ച೤ޛ۽ ডਸ
   ݅ٚ׮Ҋ ೮ਸ द ࠺ਊҗ दр ੉ग۽ Ѩૐী ݆਷
   दр੉ ࣗਃؽ
   

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9. ੋपܻ௏ܳ ࢎਊೠ नডѐߊ
   𝐹 = 𝑚𝑎 𝐻Ψ = 𝐸Ψ
   ஹೊఠ੄ ߊ੹җ ೣԋ әࣘೞѱ ߊ੹ೞҊ ҙबਸ
   ݆੉ ߉Ҋ ੓ਵݴ पઁ۽ ഝߊೞѱ ࢎਊغҊ ੓ח
   بҳ
   ച೟ ࠙੗ ਬ੹ ؘ੉ఠ ١੄ ׮নೠ ੿ࠁо ୷੸
   ੉۠ ݽٚ ੿ࠁٜ੉ ݆਷ োҳ੗੄ ೴नҗ ֢۱ਵ۽
   ஹೊఠ ӝࣿਸ ੉ਊ೧ ؘ੉ఠ߬੉झച
   $IFNJOGPNBUJDT CJPJOGPSNBUJDTэ਷ ӝࣿ
   ࢎਊ
   ޛܻ੸ ച೟੸ ੉ۿҗ Ҋࢿמ ஹೊఠܳ ഝਊೠ
   ҅࢑ച೟ ژח ҅࢑ࢤޛ೟ ߑߨۿ ࢎਊ
   

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10. ऺৈоח ؘ੉ఠ ؊ ࡅܲ ഄन੸ੋ ߑߨ
    ऺৈоח ؘ੉ఠܳ ؊ ੜ ഝਊೡ ࣻ ੓ח ߑߨ਷
    হਸө
    ࠂ೤ೞѱ ঵ഃ ੓ח ؘ੉ఠр੄ ҙ҅ܳ ੜ ঌইյ ࣻ
    হਸө
    ؘ੉ఠܳ ӝ߈ਵ۽ ؊ ഄन੸ੋ ੌٜਸ ೡ ࣻ হਸө
    

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11. %BUBESJWFOBSUJGJDJBMJOUFMMJHFODF
    

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12. "*GPSनডѐߊ
    

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13. ঌ౵ಫ٘ ੋܨ੄ դઁܳ ಽ׮
    ֙ ਘ ঌ౵ಫ٘ח ױߔ૕ ҳઑ ৘ஏ מ۱
    ಣо ؀ഥੋ $"41ী ୊਺ ١੢೧ ঑ب੸ੋ ਤܳ
    ӝ۾
    ঌ౵ಫ٘о ಣӐ ੼ մ Ѫ਷ ੼ ੿ب੄
    ੋр੉ द೯ೠ प೷ ੿ഛب৬ Ѣ੄ ਬࢎೞ׮ח ੄޷
    ױߔ૕ ҳઑܳ ইח Ѫ਷ ױߔ૕ ӝ߈ೠ ݽٚ ޛ૕
    ؀ࢎী ؀ೠ ੉೧੄ द੘җب э׮
    ֤ޙ ߊ಴ ੉റ ݆ࣻ਷ റࣘ োҳٜ੉ ߊ಴غ঻ਵݴ
    ঌ౵ಫ٘ܳ ࢎਊೠ नডѐߊ ߑߨী ؀ೠ োҳ ഝߊ
    

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14. ঌ౵ಫ٘ ୭न ੋҕ૑מ ӝࣿ੄ ૘೤୓
    

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15. "*ഥࢎо ۠டೠ नডѐߊ ഥࢎ
    

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16. রѐ੄ ױߔ૕ ҳઑ ؘ੉ఠ߬੉झ
    

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17. ప௼ഥࢎ ઁডഥࢎ ղਊ ҅ড
    4DISPEJOHFS #.4 ੹੐࢚ ޛ૕੉੹ ݾ಴
    
    
    ҅ডӘ র
    ݃ੌझహ ୭؀ ઑਗ ۽ৌ౭
    *OTJUSP #.4 ܖѱܼ߽җ ੹فஏف৐஖ݒ ஖ܐઁ
    ߊҷ ߂ ѐߊ
    
    ֙р ҕزোҳѐߊ ౵౟ցभ ҅ড
    ҅ডӘ ߂ ױӝ ݃ੌझహ
    ড রਗ
    #JPMPHJD &MJ-JMMZ ׼ַ߽ ೦୓஖ܐઁ ޛ૕ ߂ ѐߊ
    
    
    ܾܻо োҳ࠺ ૑ә
    ݃ੌझహ ୭؀ রਗ ۽ৌ౭
    "NB[PO
    "TUSB[FOFDB .FSDL
    1GJ[FS 5FWB
    "*ӝ߈ नডޛ૕ ߂ ѐߊ
    
    
    "*0/ MBCT ഥࢎ ҕز ࢸ݀
    .JDSPTPGU /PWBSUJT
    ѐੋ ݏ୺ഋ ട߈߸ࢿ ஖ܐઁ
    ডޛ٣੗ੋ ਬ੹੗ ஖ܐઁ ѐߊ
    
    
    "*ӝ߈ नডѐߊਸ ਤೠ
    ֙р ౵౟ցभ ҅ড
    (PPHMF 4BOPGJ ׼ַ߽ ஖ܐઁ ѐߊ
    ҕز नডѐߊਸ ਤೠ +7 0OEVP ࢸ݀
    "*ӝ߈ नডѐߊ അട
    

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18. ױߔ૕ਸ ߓ਍ -BSHFTDBMF"*
    1SP(FO &YQMPSJOH UIF #PVOEBSJFT PG
    1SPUFJO -BOHVBHF .PEFMT
    &4.Y#JPMPHJDBMTUSVDUVSFBOEGVODUJPO
    FNFSHFGSPNTDBMJOHVOTVQFSWJTFE
    MFBSOJOHUPNJMMJPOQSPUFJOTFRVFODFT
    

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19. प೷ ஹೊఠ ੋҕ૑מ
    नড ѐߊਸ ਤೠ ؀੢
    

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20. ஠஠য়࠳ۨੋ੄ नডѐߊ
    

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21. ೦୓ नড ೒ۖಬਸ োҳ೤פ׮
    ೦ਗ೦୓ ߈਽ਸ ੉ਊ೧ ౠ੿ ૕߽җ ҙ۲ػ ೦ਗ
    ױߔ૕ী ౠ੉੸ਵ۽ Ѿ೤غب۾ ݅ٚ ੄ডಿ
    ೦୓ח ঐ न҃ృ೯ࢿ ૕ജ х৏߽ ١ਸ
    ఋѶೡࣻ੓ח ஖ܐઁ
    ೦୓ ஖ܐઁо о੢ ௾ ৔ೱ۱ਸ ޷஖ח ࠙ঠח
    ೦ঐઁ
    ઱য૓ ೦ਗী ؀೧ ӝઓ ߑߨࠁ׮ ࣻߓ ࡅܲ ࣘب۽
    ೦୓ܳ ٣੗ੋ ೡ ࣻ ੓ח ೒ۖಬਸ োҳ೤פ׮
    

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22. ೦୓ नড਷ Ӗ۽ߥ ݒ୹ ఑ ডಿੑפ׮
    ֙ ݒ୹ ࢚ਤ ѐ ੄ডಿ ઺ ѐо ױߔ૕ ੄ডಿ ೦୓ ѐ
    ѐо ੷࠙੗ ച೤ޛ
    नড
    _֙ র ࠛ ੉࢚੄ ӝࣿ੉੹ ೦୓
    ੉઺ ೦୓
    ੷࠙੗ ച೤ޛ नড
    
    ಚఋ੉٘
    ױߔ૕ DPOKVHBUF
    
    

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23. ,P(15 $PZP ,BSMP
    ର߹ചػ -BSHFTDBMF"*৉۝
    

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24. بݫੋҗ "*ܳ ই਋ܰח झಕ࣍ೠ ௼ܖٜ
    

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25. ࣁ҅੸ੋ ౵౟ց৬ ೣԋ ೤פ׮
    

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26. ੋपܻ௏ प೷ ੹ޙ ӝসҗ ೣԋ ೤פ׮
    Large-scale 딥러닝 전문가
    AI 상용화 전문가
    Drug Discovery Global 최고팀
    Wet lab 기반 신약개발 전문팀
    Ӗ۽ߥ "* नডѐߊ ੹ޙഥࢎ۽
    ࣁ҅ রݺীѱ ࢶೠ ৔ೱ۱ਸ ՙ஖ח ഥࢎ۽
    

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27. ੉޷ ٜ݅যоҊ ੓णפ׮
    ೦୓ܳ ੉೧ೠ -BSHFTDBMF"* োҳ
    ೦୓ܳ ࢤࢿೞח -BSHFTDBMF"* োҳ
    

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28. ޷ېܳ ೱೞৈ
    

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29. աীѱ ٯ ݏח ড੉ ੓׮ݶ
    

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30. աীѱ ٯ ݏח ড੉ ੓׮ݶ
    

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31. 4VNNBSZ
    ੋҕ૑מ਷ नডѐߊী ݒ਋ ъ۱ೠ بҳੑפ׮
    ஠஠য়࠳ۨੋ੄ -BSHFTDBMF"*ӝࣿ۽ ஖ܐܳ ഄनೞҊ ੓णפ׮
    

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32. хࢎ೤פ׮
    

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