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俺と最近のクラウドAI系サービス

 俺と最近のクラウドAI系サービス

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ふぁらお加藤

July 24, 2019
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  1. શܠ"*ϑΥʔϥϜ೥౓ୈճ ୅ද;͊Β͓Ճ౻ Զͱ࠷ۙͷΫϥ΢υ"*ܥαʔϏε

  2. 1SPpMF /BNF ;͊Β͓Ճ౻ !1IBSBPI,+ )PCCZ αϒΧϧݪ෇໺॓##2 +PC8PSLT *$5'SFFMBODFS 1IBMBO9XBSF 5TVOEPLBOBJ3BEJP

    $PNNVOJUZ ,BOB[BXBSC +"846(ۚ୔ $G,$JWJD)BDL/JHIU
  3. ຊ೔ͷΰʔϧ • ࠷ۙ"*ɾ*P5ɾϏοάσʔλͱ͍͏͕ͦͷͭͳ͕Γ Λ͠Δ • ʮ"*Λੜ͔ͨ͠αʔϏεʯʮϞσϧΛ࡞ΔαʔϏεʯ Λ஌Δ • ࣗ෼ΒͷϏδωεʹϚονͨ͠Ϋϥ΢υαʔϏεΛݟ ͚ͭΔख͕͔ΓΛಘΔ

  4. ࠷ۙྲྀߦΓ

  5. "*ɾ*P5 Ϗοάσʔλ

  6. ͪΐͬͱ࠷ۙྲྀߦΓ

  7. Ϋϥ΢υ

  8. Ξϯέʔτ

  9. 2Ϋϥ΢υͱ͖͍ͯϐϯͱ͖·͔͢ʁ

  10. 2͏ͪ͸Ϋϥ΢υಋೖࡁΈͩʁ

  11. 2Ϋϥ΢υͱ͍͑͹ʙ

  12. ࠷ۙྲྀߦΓʹ໭Δ

  13. "*ɾ*P5 Ϗοάσʔλ

  14. ͜ΕΒ͸ࡾҐҰମ

  15. AI IoT Ϗοά σʔλ σʔλ஝ੵ ݱ৔΍ ۀ຿ ݁Ռͷ഑ஔ σʔλऩू ֶशʹ࢖͏

  16. ͜ͷϧʔϓ

  17. ͦͷͨΊͷௐୡ

  18. ݁ߏΦΦΰτ

  19. ྲྀΕ͕มΘͬͯΔ

  20.  Φʔϓϯͳٕज़͕͋Δ  ҆ՁʹΫϥ΢υͰίϯϐϡʔλϦιʔε͕ख ʹೖΔ

  21. ΦʔϓϯͰ௿͍ϋʔυϧͰΈΜͳࢀՃͰ͖Δͱ͍ ͏͜ͱͰຽओԽͳΜͯݺ͹Εํ΋͍ͯ͠Δ

  22. ༨ஊ ίϯϐϡʔλϦιʔε͸ࢿ࢈͔ʁ

  23. ίϯϐϡʔλϦιʔε͸ ʮిؾɾΨεɾਫಓʯͱಉ͡Α͏ͳྲྀಈඅͱͯ͠ ѻ͏΂͖͡Όͳ͍͔ʁͱ͍͏ٞ࿦

  24. ༨ஊ͔Β໭ͬͯ

  25. AI IoT Ϗοά σʔλ σʔλ஝ੵ ݱ৔΍ ۀ຿ ݁Ռͷ഑ஔ σʔλऩू ֶशʹ࢖͏

  26. ͜ͷϧʔϓͷίϯϐϡʔλϦιʔεௐୡΛ ྲྀಈඅͱͯ͠Ϋϥ΢υͰߦ͏

  27. "*ͱ͍ͬͯ΋ ͍Ζ͍Ζ͋Δ

  28. ʮΈΜͳཉ͍͠ͷ͸͜ΕͩΑͶʁͱ΋͏࡞੒ࡁΈ ͷϞσϧΛ׆͔ͨ͠αʔϏεʯ ʮϞσϧΛ࡞ΔαʔϏεʯ ʮϞσϧ࡞ΔͷΛࢧԉ͢ΔαʔϏεʯ

  29. ͋ɺʮϞσϧʯͬͯͷ͸ೖྗ͔Βग़ྗʹม׵͢Δ ͨΊͷ΋ͷͰɺૈ͘ݴ͏ͱʮؔ਺ʯͶɻ

  30. ΋͔ͨ͠͠Βϧʔϓ͢Β͍Βͳ͍Մೳੑ͋Δ ʢྫ͑͹ɺإ͔Β೥ྸͱੑผ༧૝͢Δͱ͔Ͷʣ

  31. ͱʹ͔͘ɺࣗ෼ͷཉ͍͠ͱ͜Ζ͚ͩΛิ͑͹Α͍ ຆͲઐ༻ͷ˓˓ɺਓһΛ༻ҙ͢ΔΑΓ͍҆ʂ ·ͣࢼͯ͠ΈΔ͕Ͱ͖Δͷ͕େࣄ

  32. Ϋϥ΢υαʔϏε ঺հ

  33. ๲େͳྔ͕͋ΔͷͰ௒ૣޱͰ͍͖·͢ɻ ͔ͭɺ಺༰͸ͦͷαʔϏεͷϖʔδʹॻ͍ͯ͋Δ ͜ͱΛ·Δ·Δ࢖͍ͬͯΔͨΊɺͥͻͪΐ͍ͬ͘ ͍ͯͩ͘͞ɻ͜ͷεϥΠυ͸ެ։͠·͢ɻ

  34. ࡾେΫϥ΢υࣄۀऀ

  35. "NB[PO8FC4FSWJDF .JDSPTPGU"[VSF (PPHMF$MPVE1MBUGPSN

  36. ͜ΕΒͷͳ͔͔Β͍͔ͭ͘঺հ શମతͳڞ௨఺ͱ͔ݟ͖͑ͯ·͢

  37. "[VSF DPHOJUJWF4FSWJDFT

  38. $PNQVUFS7JTJPO ը૾ͷ෼ྨ ը૾಺ͷγʔϯ͓ΑͼΞΫςΟϏςΟೝࣝ ը૾಺ͷ༗໊ਓͱϥϯυϚʔΫͷೝࣝ ը૾಺ͷޫֶࣜจࣈೝࣝ 0$3

  39. 'BDF ը૾಺ͷإݕग़ ը૾಺ͷਓ෺ͷಛఆ ը૾಺ͷײ৘ೝࣝ ը૾಺ͷΑ͘ࣅͨإͷೝ͓ࣝΑͼάϧʔϓԽ

  40. 7JEFP*OEFYFS ϏσΦͷϏδϡΞϧνϟωϧͱΦʔσΟΦνϟωϧͷ׬શͳղੳ إɺΦϒδΣΫτɺΩʔϑϨʔϜೝࣝɺ0$3ɺ͓Αͼจࣈى͜͠ Λ࣮ߦ τϐοΫͷਪఆɺϒϥϯυɺײ৘ݕग़ͳͲͷߴ౓ͳ෼ੳ৘ใ

  41. 4QFFDI4FSWJDFT ΧελϚΠζՄೳͳϞσϧΛ࢖༻ͨࣗ͠ಈతͳԻ੠ςΩ ετม׵จࣈى͜͠ ΧελϜԻ੠ϑΥϯτΛ࢖ͬͨࣗવͳςΩετಡΈ্͛ ϦΞϧλΠϜͷԻ੠຋༁

  42. 4QFBLFS3FDPHOJUJPO ࿩ऀࣝผ ࿩ऀೝূ

  43. 5FYU"OBMZUJDT ໊લ෇͖ΤϯςΟςΟͷೝࣝ ॏཁͳϑϨʔζΛநग़ ςΩετͷײ৘෼ੳ

  44. 2O".BLFS ඇߏ଄ԽςΩετ͔Βͷ2"நग़ 2"ͷίϨΫγϣϯ͔ΒͷφϨοδϕʔεͷ࡞੒ φϨοδϕʔεͷͨΊͷηϚϯςΟοΫϚονϯά

  45. 5SBOTMBUPS5FYU ݴޠͷࣗಈݕग़ ςΩετͷࣗಈ຋༁ ΧελϚΠζՄೳͳ຋༁

  46. -BOHVBHF6OEFSTUBOEJOH ίϯςΩετʹԠͨ͡ݴޠཧղ ίϯϐϡʔλ͕ਓͷൃݴͷҙਤΛཧղ͢Δ

  47. $POUFOU.PEFSBUPS ෆշײΛ༩͔͑Ͷͳ͍ը૾΍޷·͘͠ͳ͍Մೳੑͷ͋Δը૾ͷݕग़ ൰ഃޠ΍ෆద੾ͳදݱ͕࢖ΘΕ͍ͯΔςΩετͷϑΟϧλʔ ϏσΦ಺ͷΞμϧτίϯςϯπ΍ਓछࠩผతͳίϯςϯπͷϞσ Ϩʔτ ࠷ળͷ੒ՌΛಘΔͨΊͷ૊ΈࠐΈͷϨϏϡʔπʔϧͷ࢖༻

  48. "84

  49. "NB[PO$PNQSFIFOE ςΩετ಺ͰΠϯαΠτ΍ؔ܎ੑΛݕग़ &ϝʔϧͷαϙʔτɺιʔγϟϧϝσΟΞͷ౤ߘɺΦϯϥΠϯί ϝϯτɺ௨࿩࿥Իͱ͍ͬͨܗଶͰͷސ٬ͱͷ΍ΓऔΓΛ෼ੳ͠ɺ࠷΋ ߠఆతͳମݧ΍࠷΋൱ఆతͳମݧΛੜΈग़͢ཁҼΛݕग़Ͱ͖·͢ɻͦ ͷޙɺ͜ͷΠϯαΠτʹج͍ͮͯ੡඼΍αʔϏεΛվળͰ͖·͢ɻ ΩʔϑϨʔζɺΤϯςΟςΟɺײ৘ΛݕࡧΤϯδϯͰΠϯσοΫ εͰ͖ΔΑ͏ʹ͢Δ͜ͱͰɺΑΓ༏ΕͨݕࡧମݧΛఏڙͰ͖·͢ɻ͜ ΕʹΑΓɺجຊతͳΩʔϫʔυͷ୅ΘΓʹɺهࣄͷҙਤ΍಺༰ʹॏ఺ Λஔ͍ͨݕࡧ͕Ͱ͖ΔΑ͏ʹͳΓ·͢ɻ

    ςʔϚผʹυΩϡϝϯτΛ੔ཧͯ͠෼ྨ͠ɺಉ͡ςʔϚʹؔ࿈͢ ΔଞͷهࣄΛਪ঑͢Δ͜ͱͰɺਪ঑͢ΔίϯςϯπΛಡऀʹ߹Θͤͯ ύʔιφϥΠζͰ͖·͢ɻ
  50. "NB[PO$PNQSFIFOE.FEJDBM ͖ͬ͞ͷ΍ͭͷҩྍ൛

  51. "NB[PO'PSFDBTU "NB[PODPNͱಉ͡ςΫϊϩδʔʹج͍ͮͨਖ਼֬ͳ࣌ܥྻ༧ଌαʔϏε ֤ళฮʹదͨ͠ࡏݿ਺Λ༧ଌ͢Δ͜ͱ͕Ͱ͖·͢ɻաڈͷച্ɺՁ֨ɺళฮͷϓ ϩϞʔγϣϯɺॴࡏ஍ɺΧλϩάσʔλͱ͍ͬͨ༧ଌ৘ใΛɺ͓࢖͍ͷখച؅ཧγε ςϜ͔Β$47 ίϯϚ۠੾Γ஋ ܗࣜͰ"NB[PO4ετϨʔδʹΠϯϙʔτ͠ ·͢ɻ͜ΕΒΛɺ΢ΣϒαΠτͷτϥϑΟοΫϩάɺఱީɺൃૹεέδϡʔϧͱ͍ͬ ͨؔ࿈σʔλʹ݁ͼ͚ͭ·͢ɻ"NB[PO'PSFDBTU͸ɺ͜ͷ৘ใΛ࢖ͬͯɺ֤੡ ඼ͷސ٬धཁΛݸʑͷళฮϨϕϧͰਖ਼֬ʹ༧ଌͰ͖ΔϞσϧΛ࡞੒͠·͢ɻ

    ऩӹɺඅ༻ɺΩϟογϡϑϩʔͱ͍ͬͨओཁͳࡒ຿ج४Λɺෳ਺ͷظؒ΍௨՟୯ ҐΛԣஅͯ͠༧ଌ͢Δ͜ͱ͕ՄೳͰ͢ɻ ඞཁͳਓһ਺ɺ޿ࠂࡏݿɺੜ࢈༻ͷݪࡐྉͱ͍ͬͨར༻ՄೳͳϦιʔεͷ࠷దͳ ਺ྔΛܭը͢Δ͜ͱ͸ɺऩӹΛ࠷େԽ͠අ༻Λ؅ཧ͢ΔͨΊʹॏཁͰ͢ɻͨͱ͑͹์ ૹձࣾ͸ɺ޿ࠂࡏݿΛ஍Ҭผʹ࠷దԽ͢ΔΑ͏ر๬͢Δ͜ͱ͕͋Γ·͢ɻͦͷ৔߹ ͸ɺ֤छ൪૊ΧςΰϦ΍஍ཧత஍Ҭɺ൪૊಺༰ͷϝλσʔλɺ஍Ҭͷਓޱ౷ܭΛԣஅ ͨ͠աڈͷࢹௌσʔλΛ"NB[PO'PSFDBTUʹΠϯϙʔτ͠·͢ɻຊαʔϏε ͸ɺ͜ΕΒͷσʔλ͔Βֶश͠ɺ஍Ҭ͝ͱͷਖ਼֬ͳ༧ଌΛཱͯ·͢ɻ
  52. "NB[PO-FY "MFYBͱಉ͡ਂ૚ֶशςΫϊϩδʔΛ׆༻ͨ͠ΞϓϦέʔγϣϯ༻ձ ࿩ܕΠϯλʔϑΣΠε Ի੠΍ςΩετΛ࢖༻ͯ͠ɺ೚ҙͷΞϓϦέʔγϣϯʹର࿩ܕΠϯλʔ ϑΣΠεΛߏங͢ΔαʔϏεͰ͢ɻ ίʔϧηϯλʔϘοτ ৘ใϘοτ Ի੠·ͨ͸ςΩετͷνϟοτΠϯλʔϑΣΠεΛ௥Ճͯ͠ɺۜߦޱ࠲ ΁ͷΞΫηεɺνέοτͷ༧໿ɺྉཧͷ஫จɺ·ͨ͸λΫγʔͷݺͼग़͠ ͳͲސ٬͕ߦ͏ଟ͘ͷجຊతͳλεΫΛࢧԉ͢ΔϘοτΛϞόΠϧσόΠ

    εʹ࡞੒Ͱ͖·͢ɻ
  53. "NB[PO1FSTPOBMJ[F "NB[PODPNͰ࢖༻͞Ε͍ͯΔͷͱಉ͡ςΫϊϩδʔʹج ͮ͘ɺϦΞϧλΠϜͷύʔιφϥΠζͱਪ঑ࣄ߲ ΞϓϦέʔγϣϯ͔ΒͷΞΫςΟϏςΟετϦʔϜ ΫϦο ΫɺϖʔδϏϡʔɺαΠϯΞοϓɺߪೖͳͲ ͱɺهࣄɺ੡඼ɺಈ ըɺԻָͳͲɺ͓͢͢Ί͢ΔΞΠςϜͷΠϯϕϯτϦΛఏڙ͠· ͢ɻ·ͨɺ"NB[PO1FSTPOBMJ[Fʹɺ೥ྸ΍஍ཧతҐஔͳ ͲɺϢʔβʔʹؔ͢Δ௥Ճͷਓޱ౷ܭ৘ใΛఏڙ͢Δ͜ͱ΋Ͱ͖

    ·͢ɻ"NB[PO1FSTPOBMJ[F͸ɺσʔλΛॲཧͯ͠ௐ΂ɺҙ ຯ͕͋Δ΋ͷΛಛఆ͠ɺద੾ͳΞϧΰϦζϜΛબ୒͠ɺͦͷσʔ λ༻ʹΧελϚΠζ͞ΕͨύʔιφϥΠθʔγϣϯϞσϧΛτ Ϩʔχϯάͯ͠࠷దԽ͠·͢ɻ Ϩίϝϯσʔγϣϯɾݕࡧɾ௨஌ͳͲ
  54. "NB[PO1PMMZ ਂ૚ֶशΛ࢖༻ͯ͠จষΛϦΞϧͳԻ੠ʹม ׵

  55. "NB[PO3FLPHOJUJPO IUUQTBXTBNB[PODPNKQSFLPHOJUJPO ΞϓϦέʔγϣϯʹΠϯςϦδΣϯτͳΠϝʔδͱಈը෼ੳΛ؆୯ ʹ௥Ճɻ ର৅෺ମɺγʔϯɺΞΫςΟϏςΟݕग़ إೝࣝ إ෼ੳ ಈઢͷݕग़ ҆શͰͳ͍ίϯςϯπͷݕग़ ༗໊ਓͷೝࣝ

    ը૾தͷςΩετ
  56. "NB[PO5FYUSBDU ࣮࣭తʹͲͷυΩϡϝϯτ͔ΒͰ΋ςΩετ΍ σʔλΛ؆୯ʹநग़ "NB[PO5FYUSBDUͰ͸ɺػցֶशΛ࢖༻͠ɺ ࣮࣭తʹͲͷΑ͏ͳछྨͷυΩϡϝϯτͰ΋ଈ࠲ʹ ʮಡΈऔͬͯʯςΩετ΍σʔλΛਖ਼֬ʹநग़Ͱ͖Δ ͨΊɺ͜ΕΒͷ՝୊ΛղܾͰ͖·͢ɻ

  57. "NB[PO5SBOTDSJCF ࣗಈԻ੠ೝࣝ ಡΈ΍͍͢จࣈى͜͠ ෳ਺࿩ऀͷೝࣝ νϟωϧͷࣝผ จࣈى͜͠ͷετϦʔϛϯά

  58. "NB[PO5SBOTMBUF ࣗવͰਖ਼֬ͳݴޠ຋༁

  59. ($1 "*ϏϧσΟϯάϒϩοΫ

  60. 7JTJPO"* Ϋϥ΢υ΍Τοδʹ͋Δը૾Λ෼ੳ ը૾ΛԿઍ΋ͷΧςΰϦʢʮϤοτʯ΍ʮΤοϑΣ ϧౝʯͳͲʣʹૉૣ͘෼ྨ͠ɺݸʑͷ෺ମɺإɺ୯ޠ Λೝࣝ͠·͢ɻ·ͨɺ"VUP.-7JTJPOΛ࢖༻͢Δ͜ ͱͰɺػցֶशͷઐ໳஌͕ࣝ͋·Γͳ͘ͱ΋ɺಛఆͷ χʔζʹ߹ΘͤͨΧελϜϞσϧΛ؆୯ʹߏஙͯ͠τ ϨʔχϯάͰ͖·͢ɻ

  61. 7JEFP"* ϑϨʔϜ୯Ґ·ͰॲཧͰ͖Δਖ਼֬ͳಈը෼ੳ ϝλσʔλͷநग़ɺॏཁͳ໊ࢺͷࣝผɺಈըίϯς ϯπ΁ͷΞϊςʔγϣϯͷ௥Ճ͕ߦ͑·͢ɻ"VUP.- 7JEFP*OUFMMJHFODFΛ࢖༻͢Δ͜ͱͰɺࣄલτϨʔ χϯάࡁΈ"1*ͰΧόʔ͞Ε͍ͯͳ͍ϓϩδΣΫτʹ ͍ͭͯ΋ɺΧελϜϞσϧͷτϨʔχϯά͕ߦ͑·͢ɻ

  62. /BUVSBM-BOHVBHF ػցֶशΛ࢖༻ͯ͠ςΩετͷߏ଄΍ҙຯΛ໌Β͔ʹ ͠·͢ɻਓɺ৔ॴɺΠϕϯτʹؔ͢Δ৘ใΛநग़͠ɺιʔ γϟϧϝσΟΞͷײ৘΍ίʔϧηϯλʔͷձ࿩ʹ͍ͭͯ ཧղΛਂΊΒΕ·͢ɻ "VUP.-/BUVSBM-BOHVBHFΛ࢖༻͢Δͱɺಠࣗ ͷػցֶशϞσϧͷߏஙͱτϨʔχϯάΛ؆୯ʹߦ͑· ͢ɻ·ͨ/BUVSBM-BOHVBHF"1*ͷࣄલτϨʔχϯ άࡁΈϞσϧʹΑΓɺίϯςϯπͷ෼ྨɺײ৘෼ੳɺΤ ϯςΟςΟ෼ੳɺߏจ෼ੳͳͲͷݴޠཧղػೳ͕ఏڙ͞

    Ε·͢ɻ
  63. $MPVE4QFFDIUP5FYU"1* Ի੠ίϚϯυίϯτϩʔϧͷ༗ޮԽ΍ɺίʔϧηϯλʔ ͷԻ੠ͷจࣈى͜͠ͳͲΛ࣮ݱͰ͖·͢ɻ(PPHMFͷػց ֶशٕज़Λ࢖༻ͯ͠ɺετϦʔϜΛϦΞϧλΠϜͰॲཧ͢Δ ͜ͱ΋ɺࣄલʹ࿥Ի͞ΕͨԻ੠Λॲཧ͢Δ͜ͱ΋Ͱ͖·͢ɻ

  64. $MPVE5FYUUP4QFFDI"1* 8BWF/FUʹؔ͢Δ%FFQ.JOEͷըظతͳݚڀ੒Ռ ͱ(PPHMFͷχϡʔϥϧωοτϫʔΫΛԠ༻͠ɺෳ਺ͷ ݴޠʹΑΔͷԻ੠Ͱɺਓؒͷ੠ʹඇৗʹ͍ۙࣗવͳԻ ੠Λ߹੒Ͱ͖·͢ɻ

  65. %JBMPHqPX&OUFSQSJTF&EJUJPO ΢ΣϒαΠτɺϞόΠϧΞϓϦɺϝοηʔδϯάϓϥο τϑΥʔϜɺ*P5σόΠεͰϢʔβʔͱ๛͔Ͱࣗવͳର࿩ Λߦ͏ձ࿩ܕΠϯλʔϑΣʔεʢνϟοτϘοτʣΛߏங Ͱ͖·͢ɻ

  66. $MPVE"VUP.- $MPVE"VUP.-͸ػցֶशϓϩμΫτͷεΠʔτͰ ͢ɻ͜ΕΛར༻͢Δͱɺػցֶशͷઐ໳஌͕ࣝ͋·Γͳ͍։ ൃऀͰ΋ɺχʔζʹ߹ͬͨߴ඼࣭ͳϞσϧΛτϨʔχϯάͰ ͖·͢ɻ$MPVE"VUP.-͸ɺ೥Ҏ্ʹΘͨΔ (PPHMFಠࣗͷݕࡧٕज़Λ׆༻ͯ͠ɺػցֶशϞσϧ͕ߴ଎ ͳύϑΥʔϚϯεͱਖ਼֬ͳ༧ଌΛ࣮ݱͰ͖ΔΑ͏ʹ͠·͢ɻ

  67. ·ͱΊ

  68. ө૾ɾը૾ɾจࣈྻɾ຋༁ɾҙຯղੳɾ༧ଌ ͞Βʹ͜͜ʹࣗࣾΧελϜΛೖΕΔޱ͕͋Δ ͬͯ͋ͨΓͰ͠ΐ͏͔

  69. ଞʹઐ໳ੑͷߴ͍͜͏͍ͬͨ΢Σϒ"1*αʔϏε Λఏڙ͍ͯ͠Δձࣾ͞Μ΋͍Βͬ͠ΌΔ

  70. ྫ͑͹ʮޒ࿠ౡۚ࣌ͷେ͖͞Λը૾͔Β෼ผ͢ Δʯͬͯͷ͸ΈΜͳ͕ΈΜͳ͍ΔΘ͚͡Όͳ͍ ઐ໳ੑ͕ߴ͍

  71. طଘͷϞσϧ νϣΠ଍͠ ͸͜Μͳ΋ͷͱͯ͠ɺ͞ΒʹϞσϧΛ࡞Δࢧԉ

  72. "[VSF .BDIJOF-FBSOJO

  73. "[VSF.BDIJOF-FBSOJOHαʔϏε ϞσϧΛਝ଎ʹߏங͠ɺΫϥ΢υ͔ΒΤοδ·Ͱ େن໛ʹӡ༻Խ

  74. ػցֶशϞσϧͷߏஙɺτϨʔχϯάɺσϓϩΠ͕ޮ཰Խ͞Ε ·͢ɻ͓޷ΈͷπʔϧͱϑϨʔϜϫʔΫΛ࢖ͬͯػցֶशϞσ ϧΛਝ଎ʹࢢ৔౤ೖ͠ɺࣗಈԽ͞ΕͨػցֶशʹΑΓੜ࢈ੑ Λ޲্ͤ͞ɺηΩϡϦςΟͰอޢ͞ΕͨɺΤϯλʔϓϥΠζ ରԠͷϓϥοτϑΥʔϜ্ͰΠϊϕʔγϣϯΛ࣮ݱͰ͖·͢ɻ

  75. "84

  76. "NB[PO4BHF.BLFS "NB[PO4BHF.BLFS͸ɺ͢΂ͯͷ։ൃऀͱσʔλ αΠΤϯςΟετʹػցֶशϞσϧͷߏஙɺτϨʔχϯ άɺσϓϩΠखஈΛఏڙ͠·͢ɻ"NB[PO 4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧ όʔ͢Δ׬શϚωʔδυܕαʔϏεͰ͢ɻσʔλΛϥϕ ϧ෇͚ͯ͠४උ͠ɺΞϧΰϦζϜΛબ୒ͯ͠ɺϞσϧͷ τϨʔχϯάΛߦ͍ɺσϓϩΠͷͨΊͷௐ੔ͱ࠷దԽΛ ߦ͍ɺ༧ଌΛߦ͍ɺ࣮ߦ͠·͢ɻϞσϧΛΑΓগͳ͍࿑ ྗͱඅ༻Ͱɺຊ൪Քಇͤ͞Δ͜ͱ͕Ͱ͖·͢ɻ

  77. "NB[PO4BHF.BLFS(SPVOE5SVUI ɹ.BDIJOF-FBSOJOHΛ࢖༻ͯ͠ߴਫ਼౓ͳτ ϨʔχϯάσʔληοτΛߏங͠ɺ࠷େͰ σʔλͷϥϕϧ෇͚ίετΛ࡟ݮ͢Δɻ

  78. "NB[PO4BHF.BLFS/FP "NB[PO4BHF.BLFS/FP͸ɺ 5FOTPS'MPXɺ.9/FUɺ1Z5PSDIɺ 9(#PPTUͷ.BDIJOF-FBSOJOHϞσϧΛ ࣗಈతʹ࠷దԽ͠ɺਫ਼౓Λଛͳ͏͜ͱͳ͘࠷େ ഒͷ଎౓Ͱ࣮ߦ͠·͢ɻਂ૚ֶशΛར༻͢Δ͜ͱ Ͱɺ4BHF.BLFS/FP͸ɺಛఆͷϞσϧͷ ίʔυ࠷దԽ͓ΑͼϞσϧΛల։͢Δϋʔυ΢Σ Ξͷίʔυ࠷దԽΛݟ͚ͭग़ͯ͠ద༻͠·͢ɻ

  79. ($1 "*ϓϥοτϑΥʔϜ

  80. "*1MBUGPSN/PUFCPPLT ϓϩδΣΫτΛ਺෼Ͱ্ཱͪ͛ΒΕΔΤϯλʔϓϥΠζ ϊʔτϒοΫαʔϏε "*1MBUGPSN/PUFCPPLT͸ɺ࠷৽ͷσʔλαΠΤϯε ͱػցֶशϑϨʔϜϫʔΫ͕ϓϦΠϯετʔϧ͞ΕͨϚωʔ δυαʔϏεͰ͢ɻ౷߹։ൃ؀ڥͰ͋Δ+VQZUFS-BCʹ ΑͬͯΠϯελϯεͷ࡞੒͕؆୯ʹͰ͖ɺ#JH2VFSZɺ $MPVE%BUBQSPDɺ$MPVE%BUBqPXͱͷ౷߹ʹΑΓ ։ൃͱσϓϩΠ΋༰қʹͳΓ·͢ɻ

  81. "*1MBUGPSN%FFQ-FBSOJOH7.*NBHF σΟʔϓϥʔχϯάΞϓϦέʔγϣϯ޲͚ʹࣄલߏ੒͞ΕͨԾ૝ Ϛγϯ "*1MBUGPSN%FFQ-FBSOJOH7.*NBHFΛ࢖༻͢Δͱɺ (PPHMF$MPVEͰσΟʔϓϥʔχϯάϓϩδΣΫτΛ։࢝͢Δ ͨΊʹඞཁͳ΋ͷ͕͢΂ͯ༻ҙ͞Εͨঢ়ଶͰɺ7.Λਝ଎͔ͭ؆୯ ʹϓϩϏδϣχϯάͰ͖·͢ɻ5FOTPS'MPXɺ1Z5PSDIɺ TDJLJUMFBSOͳͲͷҰൠతͳ.-ϑϨʔϜϫʔΫ͕ࣄલʹΠϯ ετʔϧ͞Εͨ$PNQVUF&OHJOFΠϯελϯεΛىಈͯ͠ɺϫ ϯΫϦοΫͰ$MPVE516ͱ(16αϙʔτΛ௥ՃͰ͖·͢ɻ

  82. $MPVE516 ύϑΥʔϚϯεΛߟ͑ͨϋʔυ΢ΣΞઃܭ $MPVE516͸ɺ(PPHMFͷઃܭͨ͠ϋʔυ΢ΣΞΞΫηϥ ϨʔλϑΝϛϦʔͰ͢ɻػցֶशϫʔΫϩʔυͷߴ଎Խͱε έʔϧΞοϓʹରԠͰ͖ΔΑ͏࠷దԽ͞Ε͓ͯΓɺ 5FOTPS'MPXͰϓϩάϥϜ͞ΕͨτϨʔχϯά΍ਪ࿦Λߦ͏ ͜ͱ͕Ͱ͖·͢ɻ$MPVE516͸ɺର৅ͷ5FOTPS'MPX ϫʔΫϩʔυʹରͯ͠ɺඅ༻ରޮՌΛߟྀͨ͠͏͑Ͱͷύ ϑΥʔϚϯεΛ࠷େݶߴΊΔ͜ͱͰɺػցֶशͷΤϯδχΞ΍ ݚڀऀ͕൓෮ॲཧΛΑΓߴ଎ʹߦ͑ΔΑ͏ʹઃܭ͞Ε͍ͯ·

    ͢ɻ
  83. ,VCFqPX ,VCFSOFUFT༻ͷػցֶशπʔϧΩοτ ,VCFqPX͸ɺػցֶशʹ࠷దͳΦʔϓϯιʔ εγεςϜΛσϓϩΠ͢Δ؆୯ͳํ๏Λఏڙ͢Δ ͜ͱʹΑͬͯɺ,VCFSOFUFTͷػցֶशϫʔΫ ϑϩʔͷσϓϩΠΛɺҠߦ΍εέʔϦϯά͕Մೳ ͳγϯϓϧͳ΋ͷʹ͠·͢ɻ

  84. ·ͱΊ

  85. ʮֶशʹ࢖͏ڧྗͳίϯϐϡʔλ͕खݩʹͳͯ͘ ΋Ͱ͖ΔϓϥοτϑΥʔϜΛΫϥ΢υ্ʹೖखͰ ͖Δʯ

  86. ·ͱΊ • ࠷ۙ"*ɾ*P5ɾϏοάσʔλͱ͍͏͕ͦͷͭͳ͕Γ Λͬͨ͠ • ʮ"*Λੜ͔ͨ͠αʔϏεʯʮϞσϧΛ࡞ΔαʔϏεʯ Λ஌ͬͨ • ࣗ෼ΒͷϏδωεʹϚονͨ͠Ϋϥ΢υαʔϏεΛݟ ͚ͭΔख͕͔ΓΛಘͨ

  87. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠