大規模プロダクトで実践するAI活用の仕組みづくり

Transcript

1. େن໛ϓϩμΫτͰ࣮ફ͢ΔAI׆༻ͷ ࢓૊Έͮ͘Γ EBJLJ
   
   +4$POG
   +1
   
   
   $ZCP[V
   *OD
2.  EBJLJ
   • αΠϘ΢ζגࣜձࣾ
   • ϑϩϯτΤϯυΤϯδχΞ
   • LJOUPOF։ൃνʔϜʹॴଐ
3. ίʔσΟϯάΤʔδΣϯτ࢖ͬͯ·͔͢ʁ  • (JU)VC
   $PQJMPU
   • $VSTPS
   • $PEFY
   • $MBVEF
   $PEF
   • ʜ
4. Ͱ͸ɺνʔϜશମͰ׆༻Ͱ͖͍ͯ·͔͢ʁ  • ։ൃϑϩʔʹ૊Έࠐ·Ε͍ͯΔ
   • ஌ݟ͕νʔϜશମɾԣஅͰڞ༗͞Ε͍ͯΔ
   • ୭Ͱ΋࢖͍͜ͳ͍ͯ͠Δ
   • ʜ
5. ݸਓͷ"*׆༻͔ΒνʔϜͷ"*׆༻ʹ͸ Ϊϟοϓ͕͋Δ 
6. ✅
   ίʔσΟϯάΤʔδΣϯτͷಋೖ͸ੵۃత • (JU)VC
   $PQJMPU
   • $VSTPS
   • $MBVEF
   $PEF
   ʜ  ❌
   νʔϜϨϕϧͰ͸࢖͍͑ͯͳ͍ • ஌ݟڞ༗͕ͳ͍
   ◦ ͏·͘࢖͑ͯΔਓ͸͍ΔΒ͍͚͠ͲͲ͏΍ͬͯ࢖͍ͬͯΔ͔͸஌Βͳ͍ɻɻ
   αΠϘ΢ζͷ"*ಋೖͷঢ়گʢCFGPSFʣ
7. ࠓ೔͓࿩͢͠Δ͜ͱ • αΠϘ΢ζͷLJOUPOF։ൃνʔϜͷऔΓ૊Έͷ͝঺հ
   • ݸਓͷ"*׆༻ͱνʔϜͷ"*׆༻ͷΪϟοϓΛݮΒͨ͢Ίʹ
   ◦ ͲΜͳ࢓૊ΈΛ࡞ΓͲͷΑ͏ʹ"*Λ׆༻͍ͯ͠Δ͔
   ◦ ͦͷ࢓૊ΈΛνʔϜʹਁಁͤ͞Δࢪࡦ
   ◦ ͲΜͳޮՌ͕͔͋ͬͨ 
8.  αΠϘ΢ζΤϯδχΞ࠾༻ϐον<> <>
   IUUQTTQFBLFSEFDLDPNDZCP[VJOTJEFPVUDZCP[VFOHJOFFSSFDSVJU TMJEF
9. LJOUPOF • ೥Ҏ্ӡ༻͞Ε͍ͯΔେن໛αʔϏε
   • ϑϩϯτΤϯυ͚ͩͰສߦҎ্ͷίʔυϕʔεΛ࣋ͭ
   ◦ ސ٬ྖҬ͝ͱʹνʔϜɾίʔυϕʔε͕෼ׂ͞Ε͍ͯΔ
   • ։ൃ͢ΔͨΊʹ͸ෳࡶͳυϝΠϯ஌͕ࣝඞཁ 
10. LJOUPOFΛ"*Ͱ࡞͍ͬͯͨ͘Ίʹɺ
    ·ͣ͸ɺ"*ʹυϝΠϯ஌ࣝΛ༩͑Δ࢓૊ΈΛ࡞Δ 
11. "*ͷͨΊͷΨΠυΛ࡞Δ • ༻ޠू
    • ػೳͷઆ໌
    • ΞʔΩςΫνϟ
    • ςετํ਑
    • ʜ 
12. "*ͷͨΊͷΨΠυΛ࡞ΔʢBJHVJEFʣ • ίʔσΟϯάΤʔδΣϯτʹґଘ͠ͳ͍ϚʔΫμ΢ϯͰ؅ཧ
    ◦ $-"6%&NEɺ"(&/54NE͔Βࢀরͤ͞Δ 
13. ϙΠϯτ • ίʔσΟϯάΤʔδΣϯτʹґଘ͠ͳ͍͜ͱ
    ◦ ͦͷ࣌༏Ε͍ͯΔΤʔδΣϯτ΍ɺ༻్ʹԠͨ͡ΤʔδΣϯ τΛ࢖͍෼͚ΒΕΔΑ͏ʹ
    • ϚʔΫμ΢ϯͰϦϙδτϦͷதʹ؅ཧ͢Δ͜ͱ
    ◦ طଘͷυΩϡϝϯτʢ(JU)VC
    $POGMVFODFͳͲʣΛ.$1ܦ ༝Ͱಡ·ͤΔͷ͸ɺɺ
    ▪ τʔΫϯͷফඅ͕ܹ͘͠ͳΓ΍͍͢
    ▪ ݹ͘ͳ͍ͬͯΔ͜ͱ΋ଟ͘ɺ৽઱ͳঢ়ଶʹอͭͷ͕೉͠ ͍ 
14. BJHVJEFͷ໰୊ͦͷ • େن໛ϓϩδΣΫτͩͱBJHVJEF͕ංେԽͯ͠શ෦ಡΜͰ͘ Εͳ͘ͳΔ
    • ྖҬ͝ͱʹػೳ΍ઃܭ͕ҟͳΔͨΊɺ࣮૷͍ͨ͠ྖҬɾػೳ ʹΑͬͯಡΜͰཉ͍͠ΨΠυ͕ҟͳΔ
    
15. • LJOUPOF͸νʔϜ͝ͱʹΦʔφʔγοϓΛ࣋ͬͨNPOPSFQP ߏ଄ BJHVJEFΛྖҬ͝ͱʹ෼ׂ͢Δ 
16. • ϧʔτʹLJOUPOFڞ௨ͷBJHVJEFΛஔ͖ͭͭɺ֤ྖҬʹಛԽ ͨ͠BJHVJEFΛͦΕͧΕʹ࡞Δ BJHVJEFΛྖҬ͝ͱʹ෼ׂ͢Δ  ˠ
    ංେԽΛ๷͗ͭͭɺ֤νʔϜ͕ࣗ෼ͷྖҬʹಛԽͨ͠BJHVJEFΛ࣋ͭ
17. BJHVJEFͷ໰୊ͦͷ • BJHVJEF͕௠෗Խ͢Δ
    ◦ ࣮૷͕ਐΉ
    ◦ ৽͍֓͠೦͕૿͑Δɾطଘͷ֓೦͕ஔ͖׵ΘΔ
    ◦ BJHVJEFʹ൓ө͞Εͳ͍
    ◦ ෗͍ͬͯ͘ɻɻɻ  ˠ
    BJHVJEFΛܧଓతʹҭͯΔ࢓૊Έ͕ඞཁ
18. "*Λ࢖ͬͯBJHVJEFΛҭ͍ͯͯ͘  • ຖճͷηογϣϯͷ࠷ޙʹɺBJHVJEFΛߋ৽͢Δ
    ◦ ৽͍࣮͠૷ύλʔϯ͕௥Ճ͞Εͨ৔߹
    ◦ طଘͷઆ໌͕ݹ͘ͳͬͨ৔߹
    ◦ ॏཁͳઃܭมߋ͕͋ͬͨ৔߹
    • ఆظతʹɺBJHVJEF͕ίʔυϕʔεͱဃ཭͍ͯ͠ͳ͍͔ νΣοΫΛೖΕΔ
19. BJHVJEFΛҭͯΔ࢓૊ΈΛίϚϯυͰࣗಈԽ  • VQEBUFBJHVJEF
    ◦ ηογϣϯͷ಺༰ͱίϛοτཤྺͳͲ͔ΒBJHVJEFΛ࠷৽Խ
20. BJHVJEFΛҭͯΔ࢓૊ΈΛίϚϯυͰࣗಈԽ  • DIFDLBJHVJEF
    ◦ BJHVJEFͱίʔυϕʔεͷဃ཭ΛνΣοΫͯ͠࠷৽Խ
21.  "*ʹ༩͑ΔυϝΠϯ஌ࣝͷ؅ཧͱɺͦΕΛ ܧଓతʹҭ͍ͯͯ͘ج൫͕Ͱ͖ͨʂ
22.  ࣍͸"*Λ࢖͍͜ͳͨ͢Ίͷ࢓૊Έ࡞Γ
23. "*Λ࢖͏ίʔσΟϯάͷ೉͍͠ͱ͜Ζ  • ݟ౰ҧ͍ͳ࣮૷Λ࢝͠ΊΔ
    • τʔΫϯ੍ݶͱͷઓ͍
    ◦ ࣮૷͕େ͖͘ͳΔͱɺ్தͰDPNQBDU͕૸ͬͯࡉ͔͍ܦ Ң͕ࣦΘΕΔ
    ◦ ಛʹϑϩϯτΤϯυपΓͷ.$1͸τʔΫϯͷফඅྔ͕ଟ ͍
    
24. ηογϣϯΛ֎෦ϑΝΠϧͰ؅ཧ͢Δ  • ηογϣϯ͝ͱʹEJSΛ࡞Δ
    • ࣮૷ܭըͱ΍ΓऔΓͷཤྺΛϑΝΠϧग़ྗ͢Δ
    ˠ
    ࣮૷ܭըͱͲ͜·Ͱ࣮૷͔ͨ͠ͷཤྺ͕͋Ε͹ɺͦΕΛಡΜͰ͍ͬͯ͏͚ͩͰ
    ɹ
    ࢥ͍ग़ͯ͠΋Β͑Δ
25. ։ൃͷྲྀΕΛίϚϯυͰࣗಈԽ • TUBSUJNQM
    ◦ ηογϣϯ։࢝࣌ʹQMBONEͱQSPNQUNEΛੜ੒
    ◦ ηογϣϯத͸ܧଓతʹQSPNQUNEΛߋ৽ 
26. ࣮૷ܭըʢQMBONEʣ 
27. • ࣮૷લʹܭըΛཱͯΔ͜ͱͰɺݟ౰ҧ͍ͳ࣮૷Λ๷͙
    ◦ "*ཱ͕ͯͨܭըΛϨϏϡʔͯ͠ɺ࣮૷Λ։࢝Ͱ͖Δਫ਼౓ʹ ͳΔ·Ͱ΍ΓऔΓΛଓ͚Δ
    • QMBOϞʔυͰܭըΛཱͯͨޙɺͦΕΛϑΝΠϧग़ྗͯͬͯ͠ ͍͏ͷ΋༗ޮ
    ◦ QMBOϞʔυʹ͸ɺ࣮૷ܭըΛޮ཰తʹਐΊΔͨΊͷγες Ϝϓϩϯϓτ͕ॻ͔Ε͍ͯΔ ࣮૷ܭըʢQMBONEʣ 
28. ΍ΓऔΓͷཤྺʢQSPNQUNEʣ 
29. • ਐḿΛϑΝΠϧʹग़ྗ͓ͯ͘͜͠ͱͰɺ೚ҙͷλΠϛϯάͰίϯ ςΩετΛDMFBSͰ͖Δ
    ◦ ෳࡶͳ࣮૷ͷखલͰҰ୴
    DMFBS
    ͠ɺ࣮૷్தͰ
    DPNQBDU
    ͕૸Βͳ͍Α͏ʹͨ͠Γ
    • ηογϣϯ్தʹผπʔϧʹ৐Γ׵͑ΒΕΔ
    ◦ ౔୆Λ$PEFYͰ࡞ͬͯඍௐ੔͸$PNQPTFSͳͲ
    • ΍ΓͱΓͷཤྺࣗମ͕υϝΠϯ஌ࣝͷๅݿʹͳΔ
    ◦ ఆظతʹηογϣϯͷཤྺΛ୨Էͯ͠͠ɺBJHVJEFΛߋ৽  ΍ΓऔΓͷཤྺʢQSPNQUNEʣ
30. ͜͜·Ͱͷ·ͱΊ • ྖҬ͝ͱʹ෼ׂ͞Εɺ"*ͱҰॹʹҭ͍ͯͯ͘BJHVJEFʹΑͬͯ "*͕υϝΠϯ஌ࣝΛཧղ
    • ηογϣϯΛϑΝΠϧ؅ཧ͢Δ͜ͱͰɺDPNQBDUରࡦͱ"*πʔ ϧͷ੾Γସ͑ʹରԠ
    ◦ ͜ΕΒΛίϚϯυͱͯࣗ͠ಈԽ
    ˠ
    ج൫ͱͳΔ࢓૊Έ͸Ͱ͖ͨ
    
31.  ࣍͸νʔϜ΁ͷਁಁ
32. νʔϜ΁ͷਁಁ • ࠓճ࡞ͬͨ࢓૊Έ΍ɺ͢Ͱʹ͏·͘࢖͍͜ͳ͍ͯ͠Δਓͷ஌ݟΛ νʔϜԣஅʹڞ༗͠ɺਁಁ͍͖͍ͤͯͨ͞
    • "*ʹ೤৺ͳਓ΋͍Ε͹ɺͦ͏Ͱͳ͍ਓ΋͍Δ
    
33. νʔϜ΁ͷਁಁࢪࡦ
    
    "*Ϟϒ഑৴ • "*׆༻ʹशख़ͨ͠ϝϯόʔ͕Ϟϒϓϩάϥϛϯά
    • ࣮຿ͷλεΫΛ"*Ͱ࣮૷͢Δ༷ࢠΛϥΠϒ഑৴
    • .$1Λ׆༻ͨ͠6*ߏங΍ෳࡶͳ+4ͷϩδοΫ࣮૷ͳͲҟͳΔ ςʔϚͰ༷ʑͳਓ͕ࢀՃ
    
34. "*Ϟϒ഑৴ͷޮՌ • ΈΜͳͰج൫Λҭ͍ͯͯ͘จԽ
    ◦ "*ϞϒͰಘͨ஌ݟΛίϚϯυʹىͨ͜͠Γ
    ◦ QMBOͱQSPNQUͷϑΝΠϧ؅ཧ΋ϝϯόʔͷ޻෉ΛίϚϯυ Խͨ͠΋ͷ
    ◦ ج൫͕ݹ͘ͳΒͳ͍Α͏ʹ৽͍͠஌ݟΛೖΕ͍ͯ͘
    • ٯʹݱঢ়ͷ"*ͩͱ೉͍͜͠ͱͷཧղ
    ◦ ෳࡶ6*ͷߏஙͳͲ
    ◦ Ͱ͖Δ͜ͱͰ͖ͳ͍͜ͱͷཧղʹͭͳ͕Δ 
35. LJOUPOF։ൃνʔϜ͸େ͖͍૊৫ શମ΁ͷਁಁ͸·ͩ·ͩ͜Ε͔Βɺɺ 
36.  "*׆༻ͷ࢓૊ΈΛ੔͑ͯɺͲΜͳ੒Ռ͕͋ͬͨʁ
37. "*πʔϧΛ࢖ͬͨ։ൃ߹॓Λͨ͠ • ໨ඪɿLJOUPOFͷ
    +4
    "1*
    ΛҰؾʹ࣮૷͢Δ͜ͱ
    ◦ ϒϥ΢βͷը໘্ͷ৘ใΛऔಘɾૢ࡞Ͱ͖Δ"1*
    ◦ ಠࣗͷϝιου͕XJOEPXΦϒδΣΫτʹੜ͓͑ͯΓɺ༷ʑ ͳૢ࡞͕Ͱ͖Δ 
38. "*πʔϧΛ࢖ͬͨ։ൃ߹॓Λͨ͠ • ೔ؒɺਓͷϝϯόʔ 
39. "*πʔϧΛ࢖ͬͨ։ൃ߹॓Λͨ͠ • ௨ৗͳΒʙिؒఔ౓͔͔Δن໛Λ೔ؒͰ࣮૷͠੾ͬͨ
    
40. ͳͥ͏·͍ͬͨ͘ͷ͔ • ࣮૷ͷઃܭͱɺࢀরͰ͖Δίʔυ͕ॆ࣮͍ͯͨ͠
    ◦ "*͕໎Θͳ͍ϕʔε͕͋Δͱ଎౓্͕͕Δ
    • ϨϏϡʔ͔ΒϚʔδ·ͰΛಉظతʹଈ࣌Ͱߦͳͬͨ
    ◦ 13Λ͙͢Ϛʔδ͢Δ͜ͱͰɺ"*͕ࢀߟʹͰ͖Δίʔυ͕૿ ͑ɺ͞ΒʹڧྗʹͳΔ
    • ೔ؒ୹ظूத͢Δ͜ͱͰϝϦϋϦΛ͚ͭͨ
    ◦ "*Ͱ։ൃͷෛ୲͸ܰݮ͞ΕΔ͕ɺ͔ͩΒͱݴͬͯฒྻͰ"*Λ ճ͠͠Ό͔Γ͖ʹಇ͖ଓ͚Δͷ͸࣋ଓ͠ͳ͍ɻɻ 
41. "*Ͱ։ൃ଎౓Λ্͛Δʹ͸ 
    ઃܭͱɺ"*͕ࢀߟʹͰ͖ΔίʔυϕʔεΛ࡞Δ
    w ઃܭͷ඼࣭͕શͯͷ౔୆ʹͳΔ
    
    "*Λ࢖ͬͯ·ͱ·ͬͨ࣌ؒͰಉظతʹҰؾʹ࢓্͛Δ
    
    ͦͷޙɺखಈςετ΍ϦϑΝΫλͳͲΛ͢Δ
    
    
    ಈ͘΋ͷ͕ૣ͘ग़དྷ্͕Δͱؔ܎ऀͱͷίϛϡχέʔγϣϯ΋औΓ ΍͍͢ 
42. ՝୊΋͋Δ • +4
    "1*
    ͸
    "*
    ͱ૬ੑ͕ྑ͔ͬͨ
    ◦ ೖग़ྗ͕໌֬
    ◦ ࢓༷͕͸͖ͬΓ͍ͯ͠Δ
    • ٯʹ
    6*
    ͸೉͍͠
    ◦ σβΠϯͱͷ࿈ܞʹΑΔᐆດ͞
    ◦ 'JHNB
    .$1
    ΋ҰൃͰ͍͍ײ͡ʹ͸ͳΒͳ͍
    ▪ ࡉ͔͍ඍௐ੔͕ඞཁͰ݁ہखͰ΍ͬͨํ͕ૣ͔ͬͨɺΈͨ ͍ͳ͜ͱ΋ଟʑ͋Δ
    ▪ ͔ͱ͍ͬͯ
    'JHNB
    Λ࣮૷͠΍͍͢Α͏ʹ࡞ͬͯ΋Β͏͔ʁ 
43. ·ͱΊ • ݩʑͦΕͧΕݸਓ͕"*׆༻
    • ࠓ͸ɺBJHVJEFͰ஌ࣝج൫Λ࡞ΓɺͦΕΛ"*ͱڞʹҭ͍ͯͯ͘ ࢓૊ΈʹΑͬͯ੒Ռ͕ग़࢝Ί͍ͯΔ
    • ͦΕͧΕͷνʔϜ͕࣮֬ʹ"*Λ࢖͍͜ͳ͢νʔϜʹมԽ͍ͯ͠Δ 
44. ͥͻ͋ͳͨͷ૊৫Ͱ΋ࢼͯ͠ Έ͍ͯͩ͘͞