AWSとJAWS-UGで起きた田舎の小さな会社の大きなゲームチェンジ_2019秋 / JAWSFESTA2019-tachibana

2019.11.2
JAWS FESTA 2019 札幌

Transcript

1. 株式会社ヘプタゴン
   ⽴花 拓也
   AWSとJAWS-UGで起きた
   ⽥舎の⼩さな会社の⼤きなゲームチェンジ
   ~2019 AUTUMN~
   JAWS FESTA 2019 SAPPORO #jft2019 #jft2019_b
   

   View Slide

2. ࣗݾ঺հ
   ཱՖ ୓໵ (35)
   ੨৿ݝੜ·Εઋ୆ܦ༝੨৿ݝࡏॅ݁ߏઋ୆
   גࣜձࣾϔϓλΰϯ୅දऔక໾
   JAWS-UG౦๺
   ޷͖ͳAWSαʔϏεɿAWS IoT / Quick Sight
   

   View Slide

3. ໊ࣾ גࣜձࣾϔϓλΰϯ IFQUBHPOJOD
   
   ཧ೦
   إΛ஌Βͳ͍ສਓͷ޾ͤΑΓ΋
   ࣗ෼ͨͪͷ਎ۙͳਓΛςΫϊϩδʔͰ޾ͤʹ
   ୅ද ཱՖ୓໵
   ڌ఺ ੨৿ݝࡾ୔ࢢɺٶ৓ݝઋ୆ࢢ
   ૑ۀ ೥݄̓
   ࣄۀ
   Ϋϥ΢υಋೖʹؔ͢ΔίϯαϧςΟϯά
   Ϋϥ΢υͷߏஙอकӡ༻
   Ϋϥ΢υωΠςΟϒͳ։ൃ
   ձࣾ֓ཁ
   גࣜձࣾϔϓλΰϯ͸
   ϕΨϧλઋ୆ɺγϯτʹτϩΠσϯVV
   ΛԠԉ͍ͯ͠·͢ɻ
   

   View Slide

4. ࢲͨͪͷ͓٬༷
   Ҋ݅ϕʔεͰׂҎ্͕౦๺ͷҊ݅
   ࣾϓϩδΣΫτΛ௒͑Δ౦๺ͷϓϩδΣΫτΛΫϥ΢υͰՔಇ
   

   View Slide

5. ͋ͳͨʹͱͬͯ
   ͍͍ձࣾɺ͍͍࢓ࣄͱ͸ʁ
   

   View Slide

6. ੈքதͷͨ͘͞ΜͷਓΛ
   ޾ͤʹ͢Δ࢓ࣄ
   ࢲ͸ੲ͜͏ࢥ͍ͬͯ·ͨ͠
   

   View Slide

7. 2011.3.11
   

   View Slide

8. إͷ஌Βͳ͍100ສਓΛ
   ޾ͤʹ͢Δ͜ͱΑΓ΋
   ໨ʹݟ͑Δ਎ۙͳ100ਓΛ
   ޾ͤʹ͢Δ͜ͱͷํ͕
   ࣗ෼ʹͱͬͯͷ޾ͤ
   ࢲʹͱͬͯͷ౴͑
   

   View Slide

9. إΛ஌Βͳ͍100ສਓͷ޾ͤΑΓ΋
   ࣗ෼ͨͪͷ਎ۙͳ100ਓΛςΫϊϩδʔͰ޾ͤʹ
   

   View Slide

10. View Slide

11. region(౦๺) global(શࠃ)
    local(஍ݩ)
    ՝୊
    ஥ؒ
    ٕज़
    ৘ใ
    ஥ؒ
    Ϗδωε
    ૑ۀ౰࣌ ೥
    ͷ಄ͷத
    

    View Slide

12. Ϋϥ΢υ
    

    View Slide

13. ̍ɺॳظ౤ࢿෆཁͷैྔ՝ۚ
    ̎ɺ৔ॴ΍࣌ؒΛ໰Θͳ͍
    ̏ɺΤίγεςϜ
    ̐ɺࣗಈԽɺলྗԽ
    ITͷຽओԽ
    Ϋϥ΢υͷϝϦοτ
    

    View Slide

14. ͜Ε·Ͱ͸࣋ͭ͜ͱࣗମ͕Ձ஋ͩͬͨ΋ͷ͕ɺ͜Ε͔Β͸Ձ஋Ͱͳ͘ͳΔ
    (࿑ಇྗɺࢿۚྗɺઃඋɺ࢓૊Έ )
    ࠩผԽཁҼʹ஫ྗ͠ɺ”ଈ”࣮ફ͢Δ͜ͱ͕ࠩผԽཁҼʹ
    Output first , Fail first
    ʮେ͖͍΋ͷ͕খ͍͞΋ͷʹউͭʯͷͰ͸ͳ͘ʮ଎͍΋ͷ͕஗͍΋ͷʹউͭʯ
    *5ͷຽओԽ͕ਐΉͱ
    

    View Slide

15. Ϋϥ΢υʢͱ͘ʹΠϯϑϥʣ͸ϨόϨοδ͕ޮ͖΍͘͢ɺ
    ޮ཰ԽɺࣗಈԽʹΑΓগ਺ਫ਼Ӷ/Ұٍ౰ઍͷઓ͍͕Մೳ
    ஍ํʹଟ͍࿑ಇू໿ܕ࢈ۀɺϑϩʔܕ࢈ۀͱ͸ผͷ৽͍͠ܗͷ࢓ࣄ͕Ͱ͖ɺ
    ਓޱݮগ/ߴྸԽʹ΋ཱͪ޲͔͑Δ
    ͜ͷ෦෼ͷϊ΢ϋ΢Λطଘͷଞۀछͱ࿈ܞ͍ͯ͘͜͠ͱͰ
    पΓͷਓΛ͞Βʹ޾ͤʹ͍͚ͯ͠Δ
    ஍ํͷ*5ࣄۀऀʹͰ͖Δ͜ͱ
    

    View Slide

16. ஍ํY"84ͷՄೳੑ
    ՝୊ઌਐ஍Ҭ
    ߴྸԽ
    ਓޱݮগ
    ৘ใϦ
    ςϥγʔෆ
    ଍
    ॴಘ֨ࠩ
    ޙܧऀ
    ෆ଍
    ஍ํͷ՝୊ΛΫϥ΢υ/AI/IoTͰղܾ → Ϗδωεͷ஍࢈஍ফ
    ࣗ෼ͷ਎ͷճΓͷ՝୊ΛղܾͰ͖Δॆ࣮ײ/ୡ੒ײ/ָ͠͞
    w Ϋϥ΢υ׆༻ʹΑΔޮ཰Խ
    w ݱ࣮ੈք΁޿͕Δ"**P5ٕज़
    w ݱ৔ͷ՝୊Λ೺Ѳͨ͠஍ํͷ*5ࣄۀऀ
    

    View Slide

17. ίϛϡχςΟ
    

    View Slide

18. • ձࣾͷ࿮Λ௒͑ͨϑϥοτͳ૊৫(ۀքஂମͰ͸ͳ͍)
    • ૒ํ޲ʹֶͼ߹͏Learningͷ৔
    ίϛϡχςΟͱ͸
    

    View Slide

19. 7೥લίϛϡχςΟ(JAWS DAYS 2013)ʹॳࢀՃ
    ͱʹָ͔͍͘͠ମݧͰ͜ΕΛ͖͔͚ͬʹ
    ৭ʑͳίϛϡχςΟʹࢀՃ͢ΔΑ͏ʹ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ
    

    View Slide

20. ͍͔ͭࣗ෼΋஻ͬͯΈ͍ͨ…
    JAWS FESTA ؔ੢ 2013ͰશࠃΠϕϯτͷॳొஃ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ
    

    View Slide

21. ొஃ͚ͩͰ͸ͳ͘اը/ӡӦ΋ख఻͏Α͏ʹ
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ
    

    View Slide

22. ϩʔΧϧίϛϡχςΟͷΦʔΨφΠβʔ΍্ཱͪ͛ࢧԉ/ӡӦ
    JAWS-UG੨৿/JAZ-UG੨৿/kinton caféീށ/౦๺IT෺࢈ల/͠Ϳ͠Ϳษڧձ/
    ໊ແ͠ษڧձ/Ϙεձ…
    ࢲͷίϛϡχςΟྺ
    ࢀՃ ొஃ ӡӦ
    ΦʔΨφ
    Πβʔ
    

    View Slide

23. ࢲͷίϛϡχςΟྺ
    ίϛϡχςΟ׆ಈΛϝσΟΞʹ΋औΓ্͍͛ͯͨͩ͘Α͏ʹ
    ASCII.jp ϏδωεʴIT
    

    View Slide

24. ࢲͷίϛϡχςΟྺ
    શࠃ૊৫/ΠϕϯτͷΦʔΨφΠβʔΛܦݧ
    JAWS-UGશࠃ୅ද
    JAWSDAYS2017 ࣮ߦҕһ௕
    

    View Slide

25. ࢲͷίϛϡχςΟྺ
    JAWS-UGͷϝϯόʔͱҰॹʹࣥච΍ग़൛΋
    

    View Slide

26. ࢲͷίϛϡχςΟྺ
    ͞Βʹ͸ւ֎ͷϢʔβʔάϧʔϓͱ΋ަྲྀ
    

    View Slide

27. ɾࣗ෼͕Ξ΢τϓοτ͢Δ͜ͱͰ࠷ઌ୺ͷٕज़/৘ใ͕ࣗવͱΠ
    ϯϓοτ
    ɾར֐ؔ܎ͷͳ͍ͷܨ͕Γ
    ɾ্Լؔ܎ͷͳ͍ɺΦʔϓϯͳ૊৫Ͱͷ׆ಈ΍Ϛωδϝϯτܦݧ
    ɾଟ༷ͳจԽɺՁ஋؍ͱͷग़ձ͍
    ίϛϡχςΟʹμΠϒͯ͠ಘΒΕͨ͜ͱ
    

    View Slide

28. ɾී௨͸ग़ձΘͳ͍Α͏ͳϝϯλʔͱͷग़ձ͍
    ɾίϛϡχςΟΛ௨ͯ͡஍ݩ/શࠃͷاۀͱڞಉͰϏδωε
    ɾ༏लͳਓࡐͱͷܨ͕Γ
    ɾϦϞʔτϫʔΫͷϊ΢ϋ΢
    ίϛϡχςΟʹμΠϒͯ͠ಘΒΕͨ͜ͱ
    

    View Slide

29. region(౦๺) global(શࠃ)
    local(஍ݩ)
    ՝୊
    ஥ؒ
    ٕज़
    ৘ใ
    ஥ؒ
    Ϗδωε
    ૑ۀ౰࣌ ೥
    ͷ಄ͷத
    

    View Slide

30. region(౦๺) global(શࠃ/ւ֎)
    local(஍ݩ)
    ՝୊
    ஥ؒ
    ٕज़
    ৘ใ
    ஥ؒ
    Ϗδωε
    ίϛϡχςΟμΠϒޙ
    

    View Slide

31. ͞Βʹ౰ॳ૝૾͍ͯ͠ͳ͔ͬͨग़དྷࣄ͕
    

    View Slide

32. ࣏ࣗମͷ؍ޫϚʔέςΟϯάͷͨΊʹɺ๚೔֎ࠃਓ͕೔ຊͷͲͷΑ͏ͳͱ͜ΖʹڵຯΛ͍࣋ͬͯΔ͔
    Λௐ͍ࠪͨ͠ͱ͍͏࣏ࣗମҊ݅
    اըɺσʔλղੳɺΫϥ΢υ͕ͦΕͧΕΛಘҙͱ͢Δ஍ݩاۀࣾͰϓϩδΣΫτΛ૊ΜͰडୗ
    ࠃ͝ͱͷڵຯؔ৺ʹؔ͢ΔΦʔϓϯσʔλ΍4/4ͷ৘ใΛେྔʹऩू͠ɺ෼ੳ
    ੨৿ݝࡾ୔ࢢ
    .PSF-PDBM
    

    View Slide

33. Θ͔ͣ̎िؒͰɺ؀ڥߏஙɺσʔλऩूɺσʔλ෼ੳ·Ͱɺ਺ສԁʹίετͰ׬ྃ
    ஍ݩاۀ͕͜Ε·Ͱड஫Ͱ͖ͳ͔ͬͨҊ݅ΛΫϥ΢υͷྗΛ࢖ͬͯ஍ݩͷاۀ͕ड஫
    ஍ํͷҊ݅Λ஍ํͷاۀͰ׬݁ʢϏδωεͷ஍࢈஍ফʣ
    ੨৿ݝࡾ୔ࢢ
    .PSF-PDBM
    

    View Slide

34. ఆظతʹར༻ऀʹҰਓҰਓʹΞϧόϜΛ࡞੒͍ͯ͠Δ͕
    େྔͷࣸਅΛར༻ऀ͝ͱͷৼ෼͚࡞ۀ͕ελοϑ͕ுΓ෇͖Ͱ̍೔͕͔Γͷ࡞ۀͱͳ͍ͬͯͨ
    ਺໊ͷελοϑͰӡӦ͞Ε͍ͯΔΞοτϗʔϜͳখن໛հޢࢪઃ
    ੨৿ݝࡾ୔ࢢ
    .PSF-PDBM
    

    View Slide

35. 4ʹࣸਅΛΞοϓϩʔυ͢Δ͚ͩͰ
    "NB[PO3FLPHOJUJPO͕إ͝ͱʹࣸਅͷৼ෼͚Λ
    ࣮ߦ͢ΔγεςϜΛ։ൃ
    ࠷௿ݶͷػೳ͚ͩͷ࣮૷ͱ͠։ൃίετΛ཈͑ɺ
    ҡ࣋අ༻΋΄ͱΜͲ͔͔Βͳ͍γεςϜʹ
    ਺ඦຕͷࣸਅ΋਺ඵͰॲཧ͕Մೳʹ
    ຊۀͰ͋Δհޢʹׂ࣌ؒ͘Λ૿΍͢͜ͱ͕Ͱ͖ͨ
    ৼ෼͚࡞ۀΛؾʹͤͣΑΓଟ͘ͷࡱӨ͕Ͱ͖ΔΑ͏ʹͳΓར༻ऀՈ଒ʹ͞ΒʹتΜͰ΋Β͑ΔΑ͏ʹ
    ͜Ε·Ͱ͸༧ࢉͷ໰୊Ͱ*5ԽͷԸܙΛड͚ΒΕͳ͔ͬͨখن໛ࣄۀऀͰ΋"84ͳΒۀ຿ޮ཰Խߴ෇
    ՃՁ஋Խ͕Մೳ
    ੨৿ݝࡾ୔ࢢ
    .PSF-PDBM
    

    View Slide

36. ͜Ε·Ͱ͸͓٬༷͔Βͷ࿈བྷͰྫྷଂઃඋͷނোҟৗΛ஌Δ͜ͱ͕ଟ͘ɺ
    ঎඼ྼԽʹΑΔଛࣦ͕ൃੜ͠ͳ͍Α͏ʹۓٸͷରԠमཧ͕ඞཁ
    ੨৿ࢢʹ͋Δۀ຿༻ྫྷଂݿϝʔΧʔͱͯ͠શࠃ֤஍Ͱઃඋͷೲೖϝϯςφϯε
    ੨৿ݝ੨৿ࢢ
    Ռ࣮༻ྫྷଂઃඋ
    .PSF-PDBM
    

    View Slide

37. ྫྷଂઃඋͷηϯαʔσʔλΛ"84্ʹอଘ
    ͠"NB[PO4BHF.BLFSΛ༻͍ͨػցֶशʹ
    ΑΔҟৗݕ஌γεςϜΛ։ൃ
    ͜Ε·Ͱݱ஍Ͱ͔͠Θ͔Βͳ͔ͬͨઃඋͷ
    ঢ়گΛϦΞϧλΠϜͰ೺ѲͰ͖ΔΑ͏ʹͳ
    Γɺނো༧ஹΛݕ஌ͨ͠ࡍʹ͸঎඼ʹӨڹ
    ͕ग़ΔલʹରࡦΛଧͭ͜ͱ͕Մೳʹ
    ੡඼ͷՁ஋Λ޲্
    ८ճϝϯςφϯεͷίετ͕௿ݮ
    ͜Ε·ͰΫϨʔϜͱͳ͍ͬͯͨઃඋނো͕ࣄલ࿈བྷ͕ՄೳͱͳΓت͹ΕΔΠϕϯτʹมԽ
    ੨৿ݝ੨৿ࢢ
    .PSF-PDBM
    

    View Slide

38. IUUQTBXTBNB[PODPNKQTPMVUJPOTDBTFTUVEJFTUBJTFJIFQUBHPO
    

    View Slide

39. .PSF-PDBM
    ஍ݩֶੜʹAlexaεΩϧΛ։ൃ͢Δ৬ۀମݧΛ࣮ࢪ
    ͜Ε·Ͱ͸஍ݩʹ࢒Δͱ͍͏બ୒ࢶͷͳ͔ͬͨ
    ࢠڙୡʹ৽͍͠બ୒ࢶ͕ੜ·ΕΔ
    

    View Slide

40. .PSF(MPCBM
    ஍ݩֶੜΛ஍ݩاۀ͕ࢧԉͯ͠ւ֎Πϕϯτʹ࿈Ε͍ͯ͘ϓϩδΣΫτ
    JAWS-UGͰֶΜͩ࢓૊ΈΛԠ༻
    - εΧϥγοϓ
    - αϙʔλʔ੍౓
    - χϡʔελʔͷൃ۷
    

    View Slide

41. .PSF(MPCBM
    ࢀՃֶͨ͠ੜͷײ૝
    - ͜Ε͔Β͸੨৿ʹ͍ͯ΋ੈքج४Ͱ෺ࣄΛߟ͍͑ͨ
    - ւ֎ͷΞδΞܥͷֶੜ͕ྡͰӳޠͰσΟεΧογϣϯ͍ͯ͠Δ༷ࢠΛݟͯչ͔ͬͨ͠
    - 60km͘Β͍า͍͚ͨͲɺർΕΑΓ΋ָ͠Έͷํ͕େ͖͍
    - ߦͬͯΈͯॳΊͯײͨ͜͡ͱ͕͋Δ
    - ͜Ε͔Βͷੜ׆͕ϫΫϫΫ͢ΔΑ͏ʹͳͬͨ
    - དྷ೥͸ࣗෲͰ΋ߦ͖͍ͨͱࢥͬͨ -> དྷ೥ຊ౰ʹࣗෲͰࢀՃܾఆʂ
    

    View Slide

42. AWS Summit ι΢ϧ
    AWS Summit ๺ژ
    .PSF(MPCBM
    ւ֎͔Βͷ೔ຊͰͷ஍ํxΫϥ΢υͷ࿩͕ฉ͖͍ͨͱొஃϦΫΤετ
    

    View Slide

43. .PSF(MPCBM
    ؖࠃ΍๺ژ΋೔ຊҎ্ʹट౎ݍʹϦιʔε͕ूத
    ͦ΋ͦ΋஍ํͰϏδωε΍Ϋϥ΢υΛ΍ΕΔͱ͸ࢥ͍ͬͯͳ
    ͍ΤϯδχΞ/एऀͨͪ΋ଟ͍
    ίϛϡχςΟܦ༝Ͱ೔ຊͷ஍ํͰͷϏδωεεΩʔϜΛ
    ౦ژܦ༝͠ͳ͍Ͱάϩʔόϧʹల։Ͱ͖ΔՄೳੑ
    

    View Slide

44. region(౦๺) global(શࠃ/ւ֎)
    local(஍ݩ)
    ՝୊
    ஥ؒ
    ٕज़
    ৘ใ
    ஥ؒ
    Ϗδωε
    ίϛϡχςΟμΠϒޙ
    

    View Slide

45. region(౦๺) global(શࠃ/ւ֎)
    local(஍ݩ)
    ՝୊
    ஥ؒ
    ٕज़
    ৘ใ
    ஥ؒ
    Ϗδωε
    NPSFQPUFOUJBM
    ՝୊ղܾ
    Ϗδωε
    νϟϯε
    

    View Slide

46. ਓؒྗ
    ࢲͨͪͷಇ͖ํ
    Ϋϥ΢υωΠςΟϒͳੈք
    - ςΫϊϩδʔاۀͱͯ͠

    ઐ໳஌ࣝΛਂΊΔ
    - ٕज़ͷਐา͕ਐΊ͹ਐΉ΄Ͳ

    ਓʹ͔͠Ͱ͖ͳ͍͜ͱ͕ٻΊΒΕΔ
    ίϛϡχςΟϑΝʔετͳੈք
    - ઐ໳஌ࣝΛਂΊΔͨΊʹ͸

    ίϛϡχςΟ͕ॏཁ
    - ΠϊϕʔγϣϯΛىͨ͜͢Ίʹ͸ଞ
    ऀͱͷܨ͕Γ͕େࣄ
    ֤ݸਓͷਓͱͯ͠ͷ੒௕͕ձࣾʹͱͬͯ΋ΤωϧΪʔͷݯઘ
    ձࣾͱͯ͠΍Δ΂͖͜ͱ͸ݸਓͷϥʔχϯάκʔϯΛҙࣝతʹ࡞Δ͜ͱ
    

    View Slide

47. ࢲͨͪͷಇ͖ํ
    ࣾ಺ͰͷνϟϨϯδ
    ษڧձɺΠϕϯτ͸ࢀՃඅ͸શֹαϙʔτ
    ࣾһͷίϛϡχςΟ΁ͷࢀՃߩݙΛαϙʔτ
    TFMGIBDLUJNF िʹ࣌ؒɺबۀ࣌ؒதʹۀ຿Ҏ֎ͷ޷͖ͳ͜ͱΛ΍Δ
    
    ࣾ֎ͷਓΛೖΕͨࣾ಺ϛʔςΟϯά
    ࣾ಺৘ใϑϧΦʔϓϯʢ΍ΓͱΓച্څྉʣ
    ܾࡋ͸ͳ͘શ͕ͯࣗݾࡋྔɹ बۀ࣌ؒٳՋܦඅग़ுϑϧϦϞʔτϫʔΫ
    
    ਓؒੑ͕ߴ͍খ͞ͳνʔϜͰ͋Ε͹
    ׬શίϛϡχςΟܕͷձࣾӡӦ͕Ͱ͖Δ͸ͣ
    

    View Slide

48. ͜Ε͔ΒͷϏδωεʹඞཁͳ̏ͭͷྖҬ
    ඇڝ૪ྖҬ
    ڝ૪ྖҬ
    ڞ૑ྖҬ
    

    View Slide

49. ඇڝ૪ྖҬ
    ඇڝ૪ྖҬ
    ɾࣗ෼ͰશͯΛ࡞ΒͣʹΫϥ΢υΛ͏
    ·͘׆༻͢Δ͜ͱͰॴ༗͔Βར༻΁
    ɾಘҙͳͱ͜ΖɺՁ஋ΛੜΈग़͢ͱ͜
    Ζʹ஫ྗͰ͖Δ؀ڥΛ࡞Δ
    

    View Slide

50. ڝ૪ྖҬ
    ϒϨʔΫ
    ϙΠϯτ
    ٕ
    ज़
    ྗ
    ࢿ
    ۚ
    ྗ
    ࿑
    ಇ
    ྗ
    Ϛ
    ʔ
    έ
    ς
    ỹ
    ϯ
    ά
    σ
    β
    Π
    ϯ
    α
    ϙ
    ʔ
    τ
    ɾɾɾ
    άϩʔόϧͳίϛϡχςΟͰ
    ڝ૪ྖҬΛϨϕϧΞοϓʢࠩผԽཁҼʣ
    ڝ૪ྖҬ
    ɾଞࣾʹෛ͚ͯ͸ͳΒͳ͍উෛ͢Δ
    ྖҬ͸ɺੈքج४Ͱ৳͹͢
    ɾ৳͹ͨ͢Ίʹ͸ɺ5FBDIJOH
    4UVEJOHͰ͸ͳ͘-FBSOJOHί
    ϛϡχςΟܕͷHJWFUBLF
    ɾΞ΢τϓοτͨ͠ਓʹ͸ɺͦΕҎ
    ্ͷ৘ใ͕ू·Δ
    

    View Slide

51. ڞ૑ྖҬ
    ϒϨʔΫ
    ϙΠϯτ
    ٕ
    ज़
    ྗ
    ࢿ
    ۚ
    ྗ
    ࿑
    ಇ
    ྗ
    Ϛ
    ʔ
    έ
    ς
    ỹ
    ϯ
    ά
    σ
    β
    Π
    ϯ
    α
    ϙ
    ʔ
    τ
    ɾɾɾ
    ϩʔΧϧͳίϛϡχςΟͰ
    ڞ૑͠ΠϊϕʔγϣϯΛ࣮ݱ
    Πϊϕʔγϣϯ
    ڞ૑ྖҬ ɾࣄۀυϝΠϯ͕ҟͳΔਓͱͷަྲྀ
    ɾΠϊϕʔγϣϯͱ͸৽݁߹ γϡ
    ϯϖʔλʔ
    
    ɾձࣾݸਓͷ࿮Λ௒͑ಘҙͳ෦෼
    ͷ૊Έ߹ΘͤͰڧ͍ࣄۀΛ࡞Δ
    

    View Slide

52. ஍ํͰͷΫϥ΢υ"**P5׆༻ͷҙٛ
    Ϋϥ΢υ"**P5͸΋͸΍
    ट౎ݍɺελʔτΞοϓɺΤϯλʔϓϥΠζ͚ͩͷ΋ͷͰ͸ͳ͍
    ࠓͦ͜ɺ஍ํதখاۀʹ΋
    Ϋϥ΢υ"**P5ͷ4VQFS1PXFSΛ
    

    View Slide