Save 37% off PRO during our Black Friday Sale! »

AWS で加速する機械学習 / Accelerate Machine Learning with AWS

7dc8611c26c3ca62c551109c65d04270?s=47 Yuichiro Someya
March 14, 2018
Programming
1
280

AWS で加速する機械学習 / Accelerate Machine Learning with AWS

https://aws.amazon.com/jp/startup-day/tokyo/

7dc8611c26c3ca62c551109c65d04270?s=128

Yuichiro Someya

March 14, 2018
Tweet

More Decks by Yuichiro Someya

See All by Yuichiro Someya
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
0
7.3k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
3
1.6k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
1
690
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
0
2.6k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
15
4.6k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
15
13k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
1
2.5k
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
0
320
7dc8611c26c3ca62c551109c65d04270?s=48 ayemos
0
84

Other Decks in Programming

See All in Programming
9b600b6d2f592d0944507e989770b9b3?s=48 issei126
0
110
Ba7d2ed57616842d9564b51274d80ea0?s=48 tetsunosuke
0
130
6aaaf03c4f5c681d89c3078bd6070a6f?s=48 rumi_yamaguchi
0
200
8847086af047cbf895ab3277b59529fe?s=48 andpad
0
130
A180da03d518c141f2e03a6a32c40b11?s=48 ikustan
0
270
42a6a049ac8f5265f31858a9509217fb?s=48 uhooi
0
370
04df7340898eac3a0536d3b47c55501c?s=48 hirotokirimaru
0
130
87e6be3b5dcac822e5dfd974ba65045a?s=48 sammy7th
0
230
023b04c98f39cc041293d780352432ff?s=48 koic
11
850
58d2fa98345951d9a57fdd6cfd5d0f64?s=48 aszx87410
2
330
82d6167c4d14393c2e20b37a74b363c5?s=48 kasacchiful
0
120
52711e2157a6fed933b0361cc06a6953?s=48 marcelgsantos
3
200

Featured

See All Featured
D47656e20ff5e42f125fc5ea0fd636c6?s=48 tmm1
64
10k
0438ae60cde4c7add6f9da48f28c15cc?s=48 chrisshort
6
28k
0bce06bd06ee7a2c4f5500f25dcf7f18?s=48 paulrobertlloyd
74
1.7k
C4de88ea47538e4594750e3861a341c8?s=48 brettharned
96
3.6k
433acaea1012b25d97ae66da9b998dad?s=48 malarkey
122
16k
016edace78ffe826f2348d1e0c504afd?s=48 maggiecrowley
16
950
7c8469ee8c9e594c65c59b919626c08d?s=48 scottboms
253
11k
4262b9cfacfb6b2c77f23e1d0310cd3e?s=48 myddelton
110
11k
053e75a5b48b44d6dd0612795dfb326d?s=48 notwaldorf
55
3.5k
C44e1f7e22c3f23cff7bc130871047ef?s=48 eileencodes
118
27k
D09fad3e36ae6841f54820be0e907f7a?s=48 rocio
156
12k
8ec1383b240b5ba15ffb9743fceb3c0e?s=48 philnash
23
1.2k

Transcript

  1. "84ͰՃ଎͢Δػցֶश ΫοΫύουגࣜձࣾ ੕๺ేછ୩༔Ұ࿠ "844UBSUVQ%BZ5PLZP

  2. ੕๺ే ΄͠΄͘ͱ !LBOJ@C  ΫοΫύουגࣜձࣾ
 ΠϯϑϥετϥΫνϟʔ෦෦௕  43& ηΩϡϦςΟΤϯδχΞ 

    "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
  3. None

  4. Ϩγϐ਺ ສ඼Ҏ্ ࠃ಺ͷ݄ؒར༻ऀ਺໿ ສਓ

  5. ରԠݴޠ ݴޠΧࠃ ւ֎ͷ݄ؒར༻ऀ਺  ສਓҎ্

  6. ΫοΫύουͱ"84  ೥ʹ%$͔Β׬શҠߦ  BQOPSUIFBTU͓ΑͼVTFBTU
 Λओʹར༻  άϩʔόϧαʔϏε͸ओʹ64ͰՔಇ "NB[PO&$Πϯελϯε d

    ୆ఔ౓ "NB[PO4ΦϒδΣΫτ ԯҎ্  SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ਺

  7. IUUQTTQFBLFSEFDLDPNLBOOZNJBPKJBOTIVNPGBMTFSPHVXPJJHBO[JOJTVSVBLJUFLVUJZB IUUQTTQFBLFSEFDLDPNBZFNPTNBDIJOFMFBSOJOHPQTBUDPPLQBE

  8. "84SF*OWFOU IUUQTXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFTDPODPOUBJOFSJ[FENBDIJOFMFBSOJOHPOBXT

  9. "84ͰՃ଎͢Δػցֶश

  10. ྉཧ͖Ζ͘ ৞ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷ಺ɺ ྉཧࣸਅΛࣗಈతʹऩूه࿥

  11. %&.0

  12. None

  13. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ  ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ  ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ

  14. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ  ࣦഊͯ͠΋طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ  ૉૣ͘ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ ৽͍͠αʔϏε࡞ΓΛ lՃ଎z͢Δ؀ڥ

  15. εέʔϥϏϦςΟͷ֬อ  ༧ଌͰ͖ͳ͍τϥϑΟοΫ େྔͷը૾ΞοϓϩʔυͳͲ   ಥવ57ʹ঺հ͞ΕΔ͜ͱ΋͋Δ͔΋͠Εͳ͍ ࣮ࡍ͋ͬͨ  

    ը૾ͷΞοϓϩʔυ΍൑ఆʹ͸͕͔͔࣌ؒΔ d਺ඦNT   ಉظॲཧͯ͠͠·͏ͱϢʔβମݧΛѱ͘͢Δ

  16. ඇಉظͳΞʔΩςΫνϟ  ը૾Ξοϓϩʔυͱը૾൑ఆΛݸผʹॲཧ  ͦΕͧΕΛεέʔϧ͠΍͍͢Α͏ͳߏ੒ʹ  "NB[PO4ͷQSFTJHOFE63-Ͱ௚઀Ξοϓϩʔυ  4OPUJpDBUJPOΛར༻͠ॲཧ͢΂͖ը૾ͷ৘ใ͸
 "NB[PO424΁

  17. ؀ڥͷ෼཭  ͜Ε·Ͱͷ8FCαʔό؀ڥͱҧ͏؀ڥ͕ٻΊΒΕͨ  ҧ͏ݴޠ ҧ͏ϫʔΫϩʔυ ҧ͏ϋʔυ΢ΣΞ (16  

    ίϯςφ؀ڥΛར༻  ϥϯλΠϜ΍(16υϥΠόɺઃఆΛ෼཭  "NB[PO&$4Λར༻ͯ͠؅ཧ  طʹଟ͘ͷαʔϏε͕ίϯςφ؀ڥͰՔಇ

  18. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ

  19. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ

  20. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg }

  21. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster

  22. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ

  23. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌

  24. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ { bucket: thumbnails key: 123.jpg }

    ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ ಛผͳίʔυ΍ΠϯϑϥΛ༻ҙͤͣ
 εέʔϥϒϧͳߏ੒ʹ

  25. API Server "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ {

    bucket: thumbnails key: 123.jpg } αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster ECS Cluster 424ͷΩϡʔ௕ʹԠͯ͡ &$4λεΫ΋εέʔϧ

  26. "1*αʔόʹ
 4QSFTJHOFE63-Λཁٻ খ͍͞αϜωΠϧΛ
 4όέοτʹΞοϓϩʔυ TUIVNCOBJMTKQH 4OPUJpDBUJPO͕
 424ʹ౤ೖ͞ΕΔ { bucket: thumbnails

    key: 123.jpg } ϝοηʔδΛ
 424͔ΒऔΓग़͢ ECS Cluster αϜωΠϧͷμ΢ϯϩʔυ ը૾ͷ൑ఆΛߦ͍݁ՌΛ
 "1*αʔόʹ௨஌ API Server API Server &$4λεΫ͔Βͷ൑ఆ݁ՌΛ଴͚ͭͩ

  27. &$4্Ͱͷࣸਅ൑ఆ  ࣸਅ൑ఆʹ(16Λ࢖༻͍ͯ͠Δ  ൑ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ  ಉՁ֨ଳͷ$16Πϯελϯεͱൺ΂ͯdഒͷੑೳࠩ  HΠϯελϯεͰࣸਅ൑ఆ༻ͷ&$4$MVTUFSΛߏ੒

  28. IBLPʹΑΔΞϓϦέʔγϣϯఆٛ  IBLPIUUQTHJUIVCDPNFBHMFUNUIBLP  &$4ޓ׵ͷίϯςφσϓϩΠπʔϧ  ZBNMKTPOOFUܗࣜͰͷΞϓϦέʔγϣϯఆٛ  "VUP4DBMFɺ-#ͷࢦఆͳͲ΋Մೳ 

    શ։ൃऀ͕ࣗ෼ͰఆٛΛॻ͍ͯσϓϩΠՄೳ scheduler: type: ecs region: ap-northeast-1 cluster: hako-production-g2 desired_count: 1 app: image: food-photo-classifier cpu: 128 memory: 3072 memory_reservation: 2048 env: AWS_REGION: ap-northeast-1 COOKPADNET_ENV: production ...

  29. ӡ༻࣮੷  ը૾ೝࣝϞσϧΛҰ౓Ξοϓσʔτ  Ξοϓσʔτ΋৐Γӽ͑ɺେ͖ͳ໰୊΋ͳ͘ӡ༻Ͱ͖͍ͯΔ ສਓҎ্ ͷྉཧࣸਅΛه࿥ ͷϢʔβʔ͕ར༻  ສຕҎ্

    ೥݄೔ݱࡏ

  30. ৽͍͠௅ઓ  ॳͷػցֶशϓϩμΫτ  ηϛϦΞϧλΠϜͳը૾ೝࣝ  8FCΞϓϦέʔγϣϯͱҧ͏ϫʔΫϩʔυ  ඞཁͩͬͨ΋ͷ 

    ৽͍͠ϫʔΫϩʔυʹରͯ͠εέʔϧ͢ΔΠϯϑϥ✅  طଘͷ؀ڥʹӨڹΛ༩͑ͳ͍ಠཱͨ͠؀ڥ✅  ࢼߦࡨޡΛ܁Γฦ͢ͷʹద࣮ͨ͠ݧ؀ڥ

  31. ࣮ݧ؀ڥͮ͘Γ  खΛಈ͔ͯ͠ػցֶशͷ஌ݟΛಘΔඞཁ͕͋ͬͨ  "84؀ڥ͸શͯΠϯϑϥ෦͕؅ཧ͍͕ͯͨ͠ʜ  Ϧιʔεͷ༻ҙ͕௥͍͔ͭͳ͍  ͍ΘΏΔຊ൪؀ڥͷӡ༻ʹ߹Θͳ͍ 

    ٻΊΒΕΔͷ͸αʔϏεʹඞཁͳ࣮ݧ݁Ռ  தԝ؅ཧʹݶք͕๚Εͨ ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦

  32. ݚڀ։ൃج൫  ʮ͔ͤͬ͘৮ΕΔͷ͔ͩΒউखʹਐΊΒΕΕ͹ྑ͍ʯ  ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔ৔ॴ  ຊ൪؀ڥͱ͸෼཭͞Ε͍ͯΔ  ؅ཧ͢΂͖෦෼͚͓ͩ͑͞ɺଟ͘Λ։ൃऀ΁Ҡৡ

  33. ΞΧ΢ϯτ෼཭  "84ΞΧ΢ϯτΛผʹ࡞੒ͯ͠෼཭  "840SHBOJ[BUJPOΛར༻ͯ͠ଞͷ༻్ʹ΋࡞੒  *".6TFS͸ຊ൪؀ڥͷݸਓϢʔβ͔Β"TTVNF3PMFPS440  $MPVE5SBJM΍$POpHΛ༗ޮʹͯ͠PVUQVUઌΛอޢ 

    lى͜Δલʹ๷͙zͰͳ͘l͙͢ؾ͚ͮΔzlޙ͔Β௥͑Δz

  34. ωοτϫʔΫ؀ڥ  ౿Έ୆44)αʔό͸ຊ൪ΞΧ΢ϯτͷ71$  Πϯϑϥ෦؅ཧ 71$1FFSJOHͰ઀ଓͯ͠ू໿  /BNFλάΛ࢖ͬͨ%/4ਖ਼Ҿ͖ɺٯҾ͖Λఏڙ  "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτ

    ղ์ΛνΣοΫ
  35. None

  36. ίετ؅ཧ  ࡉ͔͍؅ཧ͸͠ͳ͍͕͋Δఔ౓͸೺Ѳ  ৵ೖͳͲͷΞϥʔτʹ΋ͳΔ  #VEHFUTػೳΛར༻  ༧ଌֹͳͲͰ4/4/PUJpDBUJPOΛड͚औΓରԠ

  37. None

  38. αϙʔτͷ׆༻  σϕϩούʔαϙʔτ͔ΒΤϯλʔϓϥΠζαϙʔτ΁ͷҠߦ  ࣌ؒͱ஌ࣝΛങ͏  ։ൃऀ͕ࣗ਎Ͱ໰୊ΛղܾͰ͖ΔΑ͏ʹ  ར༻ن໛ʹΑͬͯ͸ϏδωεͰ΋໰୊ͳ͍ͷͰཁݟੵ΋Γ

  39. ։ൃऀΞΧ΢ϯτ  ݚڀ։ൃ༻ͱಉ༷͕ͩશ։ൃऀ͕ࣗ༝ʹར༻Մೳ  ৭ʑͳ"84αʔϏεΛձࣾ࣋ͪͰݕূͰ͖Δ

  40. ར༻࣮੷  "84Λࣗ෼Ͱ৮ͬͯΈΔਓ͕ͱͯ΋૿͑ͨ  ༷ʑͳ"84αʔϏεͷར༻ͱऔΓࠐΈ  "1*(BUFXBZ -BNCEB $PHOJUP %ZOBNP%#

    &MFNFOUBM.FEJB 4FSWJDF (MVF ,JOFTJT 1PMMZ 4BHF.BLFS 93BZ -FY 1JOQPJOU  "QQ4ZODFUDʜ  ৽ػೳɺαʔϏεͷ૑ग़ΛՃ଎  ྉཧ͖Ζ͘ "MFYB4LJMM DPPLQBE57 FUD

  41. ֶΜͩ͜ͱ  ৽͍͜͠ͱΛૉૣ͘খ࢝͘͞ΊΔͨΊʹ͸ݖݶͱ੹೚͕ཁΔ  ҆৺ͯࣗ͠༝ʹ࢖͑Δ؀ڥͮ͘Γ͕ͦ͜ॏཁ  "84ʹ͸࣮ݱ͢ΔͨΊͷπʔϧ͕ἧ͍ͬͯΔ

  42. Ͳ͏࢖͍ͬͯͨͷ͔ʁ

  43. ࣗݾ঺հ  છ୩༔Ұ࿠<:VJDIJSP4PNFZB>  ΫοΫύουגࣜձࣾݚڀ։ൃ෦
 ϦαʔνΤϯδχΞ೥݄d  ʰػցֶशʹඞཁͳج൫Λ
 "84্ʹߏங͢Δʱ UXJUUFSDPN!BZFNPT@Z

    HJUIVCDPNBZFNPT IUUQTXXXBZFNPTNF

  44. εϞʔϧελʔτͰεέʔϧ͢Δ (16࣮ݧ؀ڥΛ"84্ʹߏங͢Δ

  45. എܠΫοΫύουݚڀ։ൃ෦  ೥݄ʹൃ଍  ॳظϝϯόʔ͸໊  ೥݄ݱࡏ͸
 ࠃ಺ʹ໊ ւ֎ʹ໊ 

    ෳ਺ͷਂ૚ֶशϓϩδΣΫτ  (16࣮ݧ؀ڥ͕ඞཁ ϢʔβʔϑΟʔυόοΫ ͷࣗಈλά෇͚ ը૾෼ੳʹΑΔϨγϐͷ෼ྨ Ϩγϐࡐྉ໊ͷࣗಈਖ਼نԽ

  46. (16࣮ݧ؀ڥͷཁ݅  ෳ਺ਓ͕ෳ਺ͷ࣮ݧΛߦ͏͜ͱ͕ग़དྷΔ

  47. &$ΠϯελϯεΛ࣮ݧ؀ڥͱͯ͠࢖͏  ΦϯσϚϯυΠϯελϯεͷར఺͕͋Δ  σϕϩούʔ਺΍λεΫʹԠͯ͡ඞཁͳ਺ͱεϖοΫ͕มԽ͢Δ  1/7*%*"(16࠷৽Ϟσϧͷαϙʔτ  ઐ༗Πϯελϯεͷར఺ 

    (16λεΫ͸جຊతʹഉଞͰɺଞͷ։ൃऀͱಉ࣌ʹ͸ར༻ͮ͠Β͍  ݚڀ։ൃ໨తͰ͸ɺࡶʹTVEPग़དྷΔಠཱͨ͠؀ڥ͕ศར

  48. (16࣮ݧ؀ڥ &$ ͕ग़དྷΔ·Ͱ  &$ΠϯελϯεΛ্ཱͪ͛ɺTTIΛૄ௨ͤ͞Δ  ඞཁͳιϑτ΢ΣΞͷΠϯετʔϧʗઃఆ  OWJEJBESJWFS $6%"

    DV%//ͳͲ݁ߏେม  ".* "NB[PO.BDIJOF*NBHF ͷར༻

  49. ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ".*࡞੒ͱ؅ཧ

  50. ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

  51. ౳ ιϑτ΢ΣΞɺϛυϧ΢ΣΞͷ
 Πϯετʔϧͱઃఆ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ ".*࡞੒ͱ؅ཧ

  52. IUUQTEPDTBXTBNB[PODPNKB@KQEMBNJMBUFTUEFWHVJEFXIBUJTEMBNJIUNM "84%FFQ-FBSOJOH".*  ਂ૚ֶशʹ ຆͲͷ৔߹ڞ௨ͯ͠ ඞཁͳιϑτ΢ΣΞ͕ηοτ Ξοϓ͞ΕͨϚωʔδυͳ".* l/7*%*"$6%"ɺ/7*%*"DV%//ɺ͓Αͼ࠷΋ਓؾ͕ߴ͍σΟʔϓϥʔχϯά
 ϑϨʔϜϫʔΫͷ࠷৽ϦϦʔεΛ࢖༻͢ΔΑ͏ʹࣄલʹઃఆ͞Εͯఏڙ͞Ε·͢ɻz 

  53. ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT

  54. ࣗ࡞".* ౳ ίʔυԽͯ͠όʔδϣϯ؅ཧ εφοϓγϣοτ
 ".*ͷ࡞੒ "84 %FFQ-FBSOJOH ".* FD3VO*OTUBODFT ".*Λར༻ͯ͠ɺ؀ڥΛؚΊͯΦϯσϚϯυͳ


    (16࣮ݧ؀ڥΛ࣮ݱ

  55.  ".*Λར༻͢Δ͜ͱʹΑΓιϑτ΢ΣΞͷΠϯετʔϧͱઃఆ ࡞ۀΛল͘͜ͱ͕ग़དྷͨ  71$ 4FDVSJUZ(SPVQͳͲͷઃఆ߲໨͕࢒͍ͬͯΔ  $IBUCPUӽ͠ʹطఆ஋Λར༻ͯ͠ΠϯελϯεΛ࡞Δ ΋͏ͻͱ޻෉ ʙ$IBUCPU

    "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  56. ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  57. DSFBUFXPSLCFODI 0VUHPJOH8FCIPPLT ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  58. DSFBUFXPSLCFODI 0VUHPJOH8FCIPPLT TMBDL@VJE6  DPNNBOEDSFBUFXPSLCFODI MBNCEB*OWPLF FD3VO*OTUBODFT 71$ 4VCOFU /BNFλά౳


    ؀ڥಛ༗ͷઃఆ΋͜͜Ͱ΍Δ ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  59. *ODPNJOH8FCIPPLT ATTIBZFNPTXPSLCFODIEOTDPNQBOZA TTI ΋͏ͻͱ޻෉ ʙ$IBUCPU "84-BNCEBʹΑΔ&$ͷૢ࡞ʙ

  60. ͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ  ࢖͍ͬͯͳ͍Πϯελϯεͷམͱ͠๨ΕͳͲ͕ൃੜ  අ༻໘Ͱେ͖ͳ໰୊Ͱ͸ͳ͍͕ɺ͍ۙকདྷ૊৫֦େͷোนʹ
 ͳΓ͔Ͷͳ͍  ར༻୯Ձͷߴ͍Πϯελϯεʹ͍ͭͯɺΞΠυϧঢ়ଶΛ؂ࢹ

  61. ͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ ;[[

  62. ͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ IPVSMZ FD4UPQ*OTUBODFT ;[[

  63. ͞Βʹ΋͏ͻͱ޻෉ ʙ"84-BNCEBΛར༻ͨ͠ΞΠυϧΠϯελϯεͷ؂ࢹʙ IPVSMZ FD4UPQ*OTUBODFT ;[[ ར༻ऀʹ௨஌ʗࣗಈͰ4UPQ 

  64. (16࣮ݧ؀ڥ·ͱΊ  ".*ͷར༻ʹΑΔଈ࣌ར༻Մೳͳ  &$ΠϯελϯεΛ4MBDL͔Βૢ࡞͢Δ  ΠϯελϯεΛ্ཱͪ͛Δࡍͷઃఆ஋Λڞ௨Խ  4MBDLͷ*ODPNJOH8FCIPPL0VUHPJOH8FCIPPLͱ
 "NB[PO"1*(BUFXBZ"84-BNCEBͷ૊Έ߹Θͤ

     ҆ՁͰαʔόʔϨεͳ$IBU#PU͕࣮૷Ͱ͖Δ

  65. ࣮ݧ͔Βຊ൪΁

  66. ػցֶशϞσϧͷ։ൃͱσϓϩΠ  ػցֶशϞσϧ͸σϓϩΠ͞ΕͯॳΊͯՁ஋ΛੜΉ  FHྉཧ͖Ζ͘  ϞσϧͱΞϓϦέʔγϣϯຖʹઃܭͱσϓϩΠ༻։ൃ࡞ۀ͕ੜ͡Δ  ʮػցֶशΞϓϦέʔγϣϯઃܭ։ൃ͸୭͕΍Δͷ͔ʁʯ 

    εϞʔϧελʔτ΍૊৫ͷεέʔϥϏϦςΟʹڞʹࢧো͕ग़Δ

  67. "NB[PO4BHF.BLFS  "84ͷϚωʔδυػցֶशϓϥοτϑΥʔϜ  "84SF*OWFOUͰൃද  ػցֶशϞσϧͷֶशͱσϓϩΠΛαϙʔτ  ϓϥοτϑΥʔϜ೚ͤͰεέʔϥϒϧͳσϓϩΠख๏ 

    ϞχλϦϯά΍"#ςετͳͲϓϥοτϑΥʔϜͳΒͰ͸ͷ
 ػೳ΋ࠓޙʹظ଴

  68. ·ͱΊ

  69. ͢͹΍͘खΛಈ͔͠αʔϏεΛͭ͘ΔͨΊʹ ηϧϑαʔϏεԽ શͯΛ؅ཧ͢ΔͷͰͳ͘
 τϨʔεͰ͖Δ࢓૊Έͮ͘Γ $MPVE5SBJM $POGJH ΤϯλʔϓϥΠζαϙʔτͷ׆༻ ྉཧ͖Ζ͘ͷެ։

  70. (16࣮ݧ؀ڥ ".*Λར༻ͨ͠ (16࣮ݧ؀ڥͷ੔උ ".* Πϯελϯεͷ
 མͱ͠๨Ε؂ࢹ Πϯελϯε؅ཧ$IBU#PU -BNCEB $MPVE8BUDI ΦϯσϚϯυͳ(16࣮ݧ؀ڥΛ࣮ݱ

  71. 8F`SFIJSJOH IUUQTDPPLQBEKPCT