AWS re:Invent 2023 で Generative AI を学ぼう！ 関連セッションを一挙紹介！

2023/10/30 @ Osaka

Transcript

1. SFJOWFOULBOTBJ  ,JNJOPSJ
   :PLPJ "84
   SF*OWFOU
   Ͱ (FOFSBUJWF
   "*
   Λֶ΅͏ʂ ؔ࿈ηογϣϯΛҰڍ঺հʂ
2. SFJOWFOULBOTBJ (FOFSBUJWF
   "*
   ੜ੒ܥ"*
   ࢖͍ͬͯ·͔͢
3. SFJOWFOULBOTBJ SF*OWFOU
   Ͱ΋ηογϣϯ͕ଟ਺ʂ (FOFSBUJWF
   "*
   ؔ࿈ηογϣϯ
   
   ݅ "NB[PO
   #FESPDL
   ؔ࿈ηογϣϯ
   
   ݅ 
   ࣌఺ ͦΕͰ͸શ෦ݟ͍͖ͯ·͠ΐ͏ ಠஅͱภݟͰɺ໘നͦ͏ͳηογϣϯΛɺ ੺ࣈʹ͓͖ͯ͠·ͨ͠ɻ
4. (FOFSBUJWF
   "*
   ؔ࿈ηογϣϯ
5. SFJOWFOULBOTBJ 4FTTJPO
   $PEF 5JUMF $.1 "NB[PO
   5JUBOͰࣗࣾσʔλΛ࢖ͬͨ(FOFSBUJWF
   "*νϟοτϘοτΛߏங͠Α͏ #0"3 (FOFSBUJWF
   "*ͷຽओԽɺ"1*ίʔϧΛҰ౓ʹͻͱͭͣͭ<3&1&"5ʧ 5/$ ҙࢥܾఆऀͷͨΊͷ(FOFSBUJWF
   "* "*. ίϯλΫτηϯλʔͷ࿥Ի͔ΒΠϯαΠτΛநग़͢ΔͨΊʹ(FOFSBUJWF
   "*Λ࢖༻͢Δ &/63 "84Ͱ(FOFSBUJWF
   "*Λ࢖͍ɺΤωϧΪʔιϦϡʔγϣϯ։ൃΛՃ଎͢Δ<3&1&"5ʧ "653 (FOFSBUJWF
   "*Λ࢖ͬͯ"%%'ͷϞσϧֶशγφϦΦʹΦϒδΣΫτΛ௥Ճ͢Δ<3&1&"5ʧ 4&( (FOFSBUJWF
   "*ͷϦʔμʔζΨΠυɿྺ࢙Λར༻ͯ͠ະདྷΛܗ࡞Δ *.1 ੹೚͋Δ࣋ଓՄೳͳ(FOFSBUJWF
   "*νϟοτϘοτΛߏங͢Δํ๏ "3$3 "84ιϦϡʔγϣϯΛ࢖ͬͯ(FOFSBUJWF
   "*ΞϓϦέʔγϣϯͷσϓϩΠΛߴ଎Խ͢Δ<3&1&"5ʧ $0. "84্ͷ(FOFSBUJWF
   "*ͷύϫʔͰՄೳੑΛ࠷େݶʹҾ͖ग़͢ 4&$ (FOFSBUJWF
   "*ͷϫʔΫϩʔυΛڴҖϞσϧԽͯ͠ηΩϡϦςΟϦεΫΛධՁ͢Δ %133 "84
   %FFQ3BDFSͰ(FOFSBUJWF
   "*ΛϏδωε՝୊ʹద༻͢Δ<3&1&"5ʧ '4* νϟοτϘοτΛ௒͑ͯɿ
   (FOFSBUJWF
   "*ͰφϨοδάϥϑΛղ͖์ͭ */0 ֵ৽తͳϏδωεʹ͓͚ΔจԽɺ$9ɺ(FOFSBUJWF "*ͷަࠩ఺ "*.3 ΑΓεϚʔτͳ༧஌อશͷͨΊͷ(FOFSBUJWF
   "*ͷ׆༻
   <3&1&"5ʧ "*. (FOFSBUJWF
   "*ͰจॻϫʔΫϑϩʔΛڧԽ͢Δ $.13 "NB[PO
   4BHF.BLFS +VNQ4UBSUͰ(FOFSBUJWF
   "*ͷಋೖΛՃ଎͢Δ<3&1&"5ʧ "/5 ΞφϦςΟΫεͱ(FOFSBUJWF
   "*ͷͨΊͷΤϯυπʔΤϯυͷσʔλઓུΛߏங͢Δ $0. Ϋϥ΢υόοΫΞοϓ͞Εͨ(FOFSBUJWF
   "*ήʔϜΛ෼Ͱߏங͢Δ 
6. SFJOWFOULBOTBJ 4FTTJPO
   $PEF 5JUMF -'43 ੜ໋Պֶ(FOFSBUJWF
   "*ͷͨΊͷλϯύΫ࣭ݴޠϞσϧߏங<3&1&"5> "*. ެڞ෦໳޲͚ʹ(FOFSBUJWF
   "*ͰΠϯςϦδΣϯτͳจॻॲཧΛ࣮ݱ "*. ϓϦϯγύϧɾϑΝΠφϯγϟϧɺίʔϧ෼ੳͱ(FOFSBUJWF
   "*Ͱ$9ΛڧԽ #0" (FOFSBUJWF
   "*Λ࢖༻ͯ͠ΞϓϦʹΧελϚΠζ͞Εͨ੡඼֓ཁΛ௥Ճ͢Δ '4*3 (FOFSBUJWF
   "*ΞγελϯτΛߏங͠ɺಎ࡯ͱՁ஋Λૉૣ͘ಋ͖ग़͢<3&1&"5> %"5 (FOFSBUJWF
   "*ΞϓϦέʔγϣϯͷσʔλύλʔϯ "%. (FOFSBUJWF
   "*Ͱ޿ࠂͱϚʔέςΟϯάͷΠϊϕʔγϣϯΛਪਐ͢Δ $.13 (FOFSBUJWF
   "*ͱ--.ਪ࿦ΞʔΩςΫνϟͷͨΊͷ1Z5PSDIϕετϓϥΫςΟε
   <3&1&"5ʧ ()+ "84
   +BNɿ (FOFSBUJWF
   "* *05 (FOFSBUJWF
   "*ͱ"84
   *P5Λ࢖ͬͯֆΛඳ͘%ϩϘοτΛ࡞Δ "*. ੹೚͋Δ"*ͷਪਐɿ(FOFSBUJWF
   "*ʹ͓͚Δಟੑ "*. "NB[PO
   #FESPDLͰ࠷ॳͷ(FOFSBUJWF
   "*ΞϓϦέʔγϣϯΛߏங͢Δ 4&$3 "84Ͱ҆શͳ(FOFSBUJWF
   "*ΞϓϦέʔγϣϯΛߏங͢Δ<3&1&"5> "*.3 (FOFSBUJWF
   "*ͰΠϯςϦδΣϯτͳจॻॲཧΛେن໛ʹߦ͏
   <3&1&"5ʧ .'(3 (FOFSBUJWF
   "*Λ࢖༻ͯ͠ϚγϯΛ઀ଓ͠ɺ࢈ۀσʔλΛେن໛ʹϚοϐϯά͢Δ %"5 "NB[PO
   /FQUVOFͰάϥϑͱ(FOFSBUJWF
   "*Λ࢖ͬͯෆਖ਼Λൃݟ͢Δ "*. "84ͷ(FOFSBUJWF
   "*ͰϚʔέςΟϯάˍηʔϧεʹίϯςϯπֵ໋Λى͜͢ "*. "NB[PO
   5SBOTDSJCFͱ(FOFSBUJWF
   "*ͰΤʔδΣϯτͷੜ࢈ੑΛ޲্ "*. (FOFSBUJWF
   "*ͱ"NB[PO
   1FSTPOBMJ[FͰύʔιφϥΠζ͞Εͨ$9Λ࣮ݱ "*. (FOFSBUJWF
   "*ͷ৴པੑͱ҆શੑΛ"NB[PO
   $PNQSFIFOEͰ࣮ݱ 
7. SFJOWFOULBOTBJ  4FTTJPO
   $PEF 5JUMF "*. (FOFSBUJWF
   "*ͰηϧϑαʔϏεɾίϯλΫτηϯλʔΛڧԽ *.1 (FOFSBUJWF
   "*ʹΑΔඇӦརஂମͷد෇ऀͱձһͷମݧͷ޲্ 5-$ ௨৴ࣄۀऀ޲͚"84
   "*.-ͱ(FOFSBUJWF
   "*ͷϫʔΫγϣοϓ "*.3 "NB[PO
   -FYͱ(FOFSBUJWF
   "*ʹΑΔձ࿩ମݧͷߏங<3&1&"5> 1&93 "84Ͱ(FOFSBUJWF
   "*Λ׆༻ͨ͠ΠϯςϦδΣϯτͳΤϯλʔϓϥΠζΞϓϦΛߏங͢Δ<3&1&"5> (#-&4 "NB[PO
   #FESPDLͰ(FOFSBUJWF
   "*ΛΞϓϦʹ౷߹͢Δ
   <εϖΠϯޠʧ
8. SFJOWFOULBOTBJ  4FTTJPO
   $PEF 5JUMF %133 "84
   %FFQ3BDFSͷίϯηϓτΛ3-)'Ͱ(FOFSBUJWF
   "*ʹద༻͢Δ<3&1&"5> "/5 (FOFSBUJWF
   "*ΞϓϦέʔγϣϯΛڧԽ͢Δσʔλج൫ͷߏங /5"3 (FOFSBUJWF
   "*Λ૊৫಺ͰຽओԽ͢Δ
   <3&1&"5ʧ (#-%& (FOFSBUJWF
   "*ɿݸਓͷར༻͔Βاۀ΁ͷԠ༻΁
   <υΠπޠʧ 537 ίϯϐϡʔλɾϏδϣϯͱ(FOFSBUJWF
   "*ʹΑΔސ٬ମݧͷ޲্ "*. ίϯϐϡʔλϏδϣϯͷਫ਼౓ΛߴΊΔ(FOFSBUJWF
   "*ͷػೳ &/63 ۀ຿Ϩϙʔτ͔Βಎ࡯ΛಘΔͨΊͷ(FOFSBUJWF
   "*ͷ׆༻<3&1&"5> .,5 4BHF.BLFS
   +VNQ4UBSUͱ"84
   .BSLFUQMBDFΛར༻ͨ͠ը૾༻(FOFSBUJWF
   "* $.13 "84্ͷ(FOFSBUJWF
   "*Ͱֵ৽తͳΫϦΤΠςΟϒπʔϧΛߏங͢Δ<3&1&"5> &/54 (FOFSBUJWF
   "*ͰϏδωεϞσϧͷมֵΛՃ଎͢Δํ๏ʢ1FSTJTUFOU
   4ZTUFNTओ࠵ʣ )-$ ҩྍʹ͓͚Δ(FOFSBUJWF
   "*ͷ׆༻Ͱױऀͷ༧ޙΛվળ͢Δ 4743 (FOFSBUJWF
   "*Λ࢖ͬͯαʔόʔϨεొ࿥ΞϓϦΛߏங͢Δ<3&1&"5> 5-$3 (FOFSBUJWF
   "*Λ׆༻ͨ͠ύʔιφϥΠζ͞ΕͨΧελϚʔδϟʔχʔ<3&1&"5> "*.4 اۀʹ͓͚Δ࣮༻తͳ(FOFSBUJWF
   "*΁ͷൿີͷಓʢ#PPNJओ࠵ʣ '4*3 ΠϯαΠτͱՁ஋Λૉૣ͘ಋ͖ग़͢(FOFSBUJWF
   "*ΞγελϯτΛߏங͢Δ<3&1&"5> "*. "NB[PO
   #FESPDLʹΑΔ(FOFSBUJWF
   "*ΞϓϦέʔγϣϯͷߏஙͱ֦ு #0" 4WFMUFͱ"NB[PO
   &MBTUJ$BDIFͰ(FOFSBUJWF
   "*τϦϏΞΞϓϦΛߏங͢Δ 4&$ ηΩϡϦςΟνʔϜ͕(FOFSBUJWF
   "*Λ࢖ͬͯηΩϡϦςΟΛڧԽ͢Δํ๏ 5373 (FOFSBUJWF
   "*Ͱݕࡧ͔Β༧໿΁ͷίϯόʔδϣϯΛ૿΍͢<3&1&"5>
9. SFJOWFOULBOTBJ  4FTTJPO
   $PEF 5JUMF "*.4 اۀ޲͚(FOFSBUJWF
   "*ͷಋೖΛ؆ૉԽ͢Δʢ/7*%*"ओ࠵ʣ #*;3 ίϯλΫτηϯλʔʹ͓͚Δ(FOFSBUJWF
   "*ͷػձͱ՝୊<3&1&"5> "*.4 "84ͷ৽͍͠(FOFSBUJWF
   "*αʔϏεͰԿ͕Մೳ͔Λ୳Δʢ"UPTओ࠵ʣ )-$3 ϔϧεέΞʹ͓͚Δ(FOFSBUJWF
   "*ͱج൫Ϟσϧ<3&1&"5> ):# ϩϘοτ޻ֶͷͨΊͷ(FOFSBUJWF
   "*ɿ ࠷ߴͷυϩʔϯ੍ޚΞγελϯτΛٻΊͯ 1&9 (FOFSBUJWF
   "*ͷηΩϡϦςΟ
   "84ύʔτφʔΛ׆༻ͨ͠"*ʹΑΔΠϊϕʔγϣϯͷεϐʔυΞοϓ &/63 "84Ͱ(FOFSBUJWF
   "*Λ׆༻͠ɺΤωϧΪʔιϦϡʔγϣϯ։ൃΛՃ଎͢Δ<3&1&"5> "*.4 (FOFSBUJWF
   "*Λ׆༻ͨ͠ΤϯλʔϓϥΠζ
   "84Ͱมֵ͢Δ"*.-ʢώϡʔϨοτɾύοΧʔυɾΤϯ λʔϓϥΠζओ࠵ʣ $.1 (FOFSBUJWF
   "*ύωϧɿ
   ތେ޿ࠂΛ௒͑ͯՁ஋Λ࣮ݱ͢Δ "*. "84ͷ(FOFSBUJWF
   "*Ͱ૑଄తࢥߟΛڧԽ͠ɺੜ࢈ੑΛߴΊΔ "*. (FOFSBUJWF
   "*ͰྟচจॻΛࣗಈ࡞੒ "/5 "84ʹ͓͚ΔΞφϦςΟΫεͱ(FOFSBUJWF
   "*ͷϕετϓϥΫςΟε "*.4 %BUBCSJDLT
   -BLFIPVTF
   "*Ͱ(FOFSBUJWF
   "*ΞϓϦΛ਺೔ͰߏஙˍσϓϩΠʢ%BUBCSJDLTओ࠵ʣ 4743 αʔόʔϨεͱ"NB[PO
   #FESPDLʹΑΔ(FOFSBUJWF
   "*ΞϓϦέʔγϣϯͷߏங<3&1&"5> "*. (FOFSBUJWF
   "*Ͱ"NB[PO
   -FYΛ࢖ͬͯߴ඼ҐͳϨεϙϯεΛఏڙ͢Δ (#-&4 αʔόʔϨεͱ(FOFSBUJWF
   "*Ͱސ٬αʔϏεΛڧԽ͠Α͏ʲεϖΠϯޠʳ "*.4 اۀ޲͚(FOFSBUJWF
   "*ɿ ηΩϡΞɺεέʔϥϒϧɺίϯϓϥΠΞϯεɺഒ͍҆ʢ%BUB4UBYओ࠵ʣ #*;*/5 $TVJUFϦʔμʔ͕ޠΔ(FOFSBUJWF
   "*ͱΞϓϦέʔγϣϯ $0/ "NB[PO
   &,4্ͷσʔλΛ࢖ͬͨ(FOFSBUJWF
   "*
10. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF '4* (FOFSBUJWF
    "*Ͱۚ༥αʔϏεʹϏδωεՁ஋Λఏڙ͢Δํ๏ ):#4 64""ʹ͓͚ΔҙਤతͳϋΠϒϦουɾΫϥ΢υͱ(FOFSBUJWF
    "*ʢ*#.ओ࠵ʣ &/63 ۀ຿Ϩϙʔτ͔Βಎ࡯ΛಘΔͨΊͷ(FOFSBUJWF
    "*ͷ׆༻<3&1&"5> 1&9 "84(FOFSBUJWF "*ηϯλʔɾΦϒɾΤΫηϨϯεʢ$0&ʣͷ׆༻ "*. ద੾ͳ(FOFSBUJWF
    "*ͷϢʔεέʔεͷબ୒ .'(3 (FOFSBUJWF
    "*Λ࢖༻ͯ͠ϚγϯΛ઀ଓ͠ɺ࢈ۀσʔλΛେن໛ʹϚοϐϯά͢Δ 5373 (FOFSBUJWF
    "*Ͱݕࡧ͔Β༧໿΁ͷίϯόʔδϣϯΛߴΊΔ<3&1&"5>
11. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF %133 "84
    %FFQ3BDFSͰ(FOFSBUJWF
    "*ΛϏδωε໰୊ʹద༻͢Δ<3&1&"5> #0" (FOFSBUJWF
    "*ɿ༑ਓΛਘͶΔ )-$3 ҩྍʹ͓͚Δ(FOFSBUJWF
    "*ͱج൫Ϟσϧ<3&1&"5> (". --.0QTΛ࢖༻ͯ͠(FOFSBUJWF
    "*ΞϓϦέʔγϣϯΛӡ༻͢Δ $0/ "84
    'BSHBUFͱ-BNCEBͰ(FOFSBUJWF
    "*ͷͨΊͷσʔλύΠϓϥΠϯΛߏங͢Δ 464 (FOFSBUJWF
    "*ͷϫʔΫϩʔυΛ࣋ଓՄೳͳ΋ͷʹ࠷దԽ͢Δ #0" (FOFSBUJWF
    "*Λ࢖ͬͯϖοτʹ޷͖ͳۂ໊Λ෇͚Δ 4743 αʔόʔϨεͱ"NB[PO
    #FESPDLʹΑΔ(FOFSBUJWF
    "*ΞϓϦέʔγϣϯͷߏங<3&1&"5> *.1 (FOFSBUJWF
    "*Ͱܦࡁతࣗ༝Λ࣮ݱ͢Δ "*.4 (FOFSBUJWF
    "*ͷ੒௕࠷લઢΛφϏήʔτ͢Δʢ*NQFUVT
    5FDIOPMPHJFT
    *ODओ࠵ʣ 45( "84ετϨʔδͰ(FOFSBUJWF
    "*ͱ.-ͷϫʔΫϩʔυΛՃ଎͢Δ .,53 "84
    .BSLFUQMBDFͷιϦϡʔγϣϯͰ(FOFSBUJWF
    "*ͷσϓϩΠΛՃ଎͢Δ<3&1&"5> $.1 "NB[POͷ(FOFSBUJWF
    "*ΠϯϑϥετϥΫνϟͷ෣୆ཪ "*.4 "NB[PO
    #FESPDLͱ.POHP%#
    "UMBTͰ(FOFSBUJWF
    "*ΛڧԽͨ͠ΞϓϦΛߏங͢Δʢ.POHP%#ओ ࠵ʣ "*.4 (FOFSBUJWF
    "*ͷͨΊͷίάχβϯτίάχςΟϒΞʔΩςΫνϟɿ.71΁ͷಓʢίάχβϯτओ࠵ʣ "3$*/5 ތେ޿ࠂ͔ΒΠϯύΫτ΁ɿ
    (FOFSBUJWF
    "*ΞʔΩςΫνϟͷߏங #0" (FOFSBUJWF
    "*ɿΞʔΩςΫνϟͱΞϓϦέʔγϣϯͷৄࡉ "*. (FOFSBUJWF
    "*ͱ"NB[PO
    1FSTPOBMJ[FʹΑΔύʔιφϥΠζ͞ΕͨϚʔέςΟϯάίϯςϯπ $0. (FOFSBUJWF
    "*Ͱ"84ͷηΩϡϦςΟͷະདྷΛܗ࡞Δ 814 ৽͍࣌͠୅ɿ
    ެڞ෼໺ʹ͓͚Δ(FOFSBUJWF
    "*΁ͷಓ
12. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF 45(3 (FOFSBUJWF
    "*ͱ.-ϫʔΫϩʔυͷͨΊʹ"84ετϨʔδΛ࠷దԽ͢Δํ๏<3&1&"5> *.1 (FOFSBUJWF
    "*ͰϛογϣϯΠϯύΫτΛߴΊΔ *053 (FOFSBUJWF
    "*ʹΑΔ"84
    *P5
    (SFFOHSBTTίϯϙʔωϯτͷઃܭ
    <3&1&"5ʧ "%. ޿ࠂɾϚʔέςΟϯάʹ͓͚Δ(FOFSBUJWF
    "*ͷϢʔεέʔε "*.*/5 (FOFSBUJWF
    "*ͰΠϊϕʔγϣϯΛՃ଎͢Δ *.1 (FOFSBUJWF
    "*ͰࣾձతΠϯύΫτΛଅਐ͢Δ݈߁ͷެฏੑͷͨΊͷΠϊϕʔγϣϯ -'4 ౷߹͞Εͨσʔλɺ(FOFSBUJWF
    "*ɺͦͯ͠৽ͨͳ݈߁ϒϨΠΫεϧʔͷ࣌୅΁ '4*3 (FOFSBUJWF
    "*ΞγελϯτΛߏங͠ɺಎ࡯ͱՁ஋Λਝ଎ʹಋ͖ग़͢<3&1&"5> 8143 (FOFSBUJWF
    "*ͷ࣌୅ʹ੹೚͋ΔػցֶशΛ<3&1&"5> /5" (FOFSBUJWF
    "*Λಋೖ͢ΔͨΊͷ௿࿑ྗͳํ๏ʹؔ͢ΔϦʔμʔζΨΠυ )-$ (FOFSBUJWF
    "*ͷձ࿩ܕ2O"CPUͰσδλϧϔϧεΛมֵ͢Δ %133 "84
    %FFQ3BDFSͷίϯηϓτΛ3-)'Ͱ(FOFSBUJWF
    "*ʹద༻͢Δ<3&1&"5> .'(3 (FOFSBUJWF
    "*Λ࢖༻ͯ͠ϚγϯΛ઀ଓ͠ɺ࢈ۀσʔλΛେن໛ʹϚοϐϯά͢Δ #*; "NB[PO
    $POOFDUͱ(FOFSBUJWF
    "*ͰίϯλΫτηϯλʔͷΤʔδΣϯτΛڧԽ͢Δ 8143 (FOFSBUJWF
    "*ʹΑΔ৽͍͠ڭҭํ๏<3&1&"5> $0/ "NB[PO
    &$4ͱ"84
    'BSHBUFͰ(FOFSBUJWF
    "*ͷՄೳੑΛҾ͖ग़͢ "*. 3"(Λ࢖ͬͯ(FOFSBUJWF
    "*ΞϓϦέʔγϣϯͷϨεϙϯεΛվળ͢Δ "*.4 ϢφΠςουͱͷ(FOFSBUJWF
    "*ʹΑΔΠϯςϦδΣϯτͳۭߓӡӦʢλλɾίϯαϧλϯγʔɾαʔϏγζ ओ࠵ʣ (#-,0 ۜߦ΍γϣοϐϯάαʔϏεʹ͓͚Δ(FOFSBUJWF
    "*׆༻ͷڭ܇ʲؖࠃޠʳ "*.*/5 (FOFSBUJWF
    "*ͷ࢈ۀϙςϯγϟϧΛҾ͖ग़͢
13. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF "%. "84ͷ(FOFSBUJWF
    "*ͱػցֶशΛ4BMFTGPSDF
    %BUB
    $MPVEͰ׆༻͢Δ $.1 (FOFSBUJWF
    "*ϒʔϜΛࢧ͑Δ"84ΠϯϑϥΛਂ۷Γ͢Δ "*.4 ҩྍʹ͓͚Δ(FOFSBUJWF
    "*ɿ ױऀͱҩྍఏڙऀͷମݧΛվળ͢Δʢ1X$ओ࠵ʣ "*.4 XBUTPOYͰ(FOFSBUJWF
    "*ͷΠϯύΫτΛ֦େɾՃ଎ʢ*#.ओ࠵ʣ "*. "NB[PO
    #FESPDLͰ(FOFSBUJWF
    "*ΞϓϦέʔγϣϯ։ൃΛՃ଎͢Δ -'4 "84্ͷ(FOFSBUJWF
    "*ʹΑΔϥΠϑαΠΤϯεɾΠϊϕʔγϣϯͷՃ଎ #0"3 (FOFSBUJWF
    "*ΛຽओԽ͢ΔɺҰ౓ʹͭͷ"1*ίʔϧ<3&1&"5> #*; "84
    "QQ'BCSJDͷ(FOFSBUJWF
    "*ػೳ͕4BB4ΞϓϦ։ൃऀΛͲͷΑ͏ʹࢧԉ͢Δ͔ "/5 (FOFSBUJWF
    "*ͱ.-ͰΑΓεϚʔτͰߴ଎ͳ෼ੳΛ࣮ݱ %013 (FOFSBUJWF
    "*ίʔσΟϯάίϯύχΦϯʮ"NB[PO
    $PEF8IJTQFSFSʯͰߴ଎ίʔσΟϯά <3&1&"5>
14. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF #*; (FOFSBUJWF
    "*Ͱ4BB4ΞϓϦέʔγϣϯͷੜ࢈ੑΛߴΊΔ "*.4 (FOFSBUJWF
    "*ɿӡ༻ɺݕ஌ɺରԠͷߴ଎ԽʢτϨϯυϚΠΫϩओ࠵ʣ 1&93 "84্ͷϕΫλʔσʔλϕʔεͰ(FOFSBUJWF
    "*ͷϢʔεέʔεΛڧԽ͢Δ<3&1&"5> "*.4 ౷߹σʔλϓϥοτϑΥʔϜͰ(FOFSBUJWF
    "*։ൃΛՃ଎͢Δʢ"JWFOࣾओ࠵ʣ "*.4 (FOFSBUJWF
    "*͕ιϑτ΢ΣΞΤϯδχΞϦϯάνʔϜͷੜ࢈ੑʹ༩͑ΔӨڹʢ4UBDL4QPUࣾओ࠵ʣ 45(3 (FOFSBUJWF
    "*ͱ.-ϫʔΫϩʔυͷͨΊʹ"84ετϨʔδΛ࠷దԽ͢Δํ๏<3&1&"5> *.1 (FOFSBUJWF
    "*Λ੹೚Λ࣮࣋ͬͯ૷͢Δ
    ϛονΣϧത࢜ͱͷରஊ 130 ࣍ੈ୅ͷτϥοΫ༌ૹɿ*WFDP
    (SPVQ͸ͲͷΑ͏ʹ"84Λར༻ͯ͠(FOFSBUJWF
    "*Λ׆༻͍ͯ͠Δ͔ 1&9 "84ͱ(FOFSBUJWF
    "*ͷڞಉϚʔέςΟϯάɿ
    ੒௕Λଅਐ͢Δ$.0ͷετʔϦʔςϦϯά "*.*/5 (FOFSBUJWF
    "*ͰσʔλΛ׆༻͢Δ $1( (FOFSBUJWF
    "*ͰফඅࡒۀքΛมֵ͢Δ $01 (FOFSBUJWF
    "*ͰίϯϓϥΠΞϯεͱ؂ࠪϓϩηεΛվળ͢Δ #*; "NB[PO
    $POOFDUͱ(FOFSBUJWF
    "*ʹΑΔΤʔδΣϯτධՁͷࣗಈԽ "*.4 (FOFSBUJWF
    "*ʹΑΔՁ஋ͱϏδωε੒Ռͷ࣮ݱʢ%9$ςΫϊϩδʔओ࠵ʣ 4"4 4BB4ͱ"*.-͓Αͼ(FOFSBUJWF
    "*ͷ༥߹ɿϚϧνςφϯτͷύλʔϯͱઓུ *%& 5JNF(15ɿ ࣌ܥྻͷͨΊͷ(FOFSBUJWF
    "* "*. "NB[PO
    -FY͸ձ࿩ܕϫʔΫϑϩʔͱ(FOFSBUJWF
    "*Ͱ$9Λ࠶ߏங͢Δ %133 "84ͷ%FFQ3BDFSίϯηϓτΛ3-)'Ͱ(FOFSBUJWF
    "*ʹద༻͢Δ<3&1&"5> '4*3 (FOFSBUJWF
    "*ΞγελϯτΛߏங͠ɺಎ࡯ͱՁ஋Λૉૣ͘ಋ͖ग़͢
    <3&1&"5ʧ "*. "NB[PO
    #FESPDLͰλεΫΛ࣮ߦͰ͖Δ(FOFSBUJWF
    "*ΞϓϦΛߏங͢Δ
15. SFJOWFOULBOTBJ  4FTTJPO
    $PEF 5JUMF #0" (FOFSBUJWF
    "*ͱϥΠϒσʔλʹΑΔΞϓϦέʔγϣϯͷߏங &/6 (FOFSBUJWF
    "*ʹΑΔن੍จॻͷ෼ੳͱϨϏϡʔͷ߹ཧԽ %01 ։ൃऀ޲͚ͷ"84
    (FOFSBUJWF
    "*ͷ৽ػೳͱπʔϧ 5/$ (FOFSBUJWF
    "*Λ࢖࣭ͬͨ໰Ԡ౴Ϙοτͷߏங #0" (FOFSBUJWF
    "*Λ׆༻ͨ͠ΞϝϦΧख࿩Ξόλʔͷߏஙํ๏ 537 (FOFSBUJWF
    "*Ͱཱྀߦऀ΍॓ധ٬ͷͨΊͷσδλϧίϯγΣϧδϡΛߏங͢Δ .'(3 (FOFSBUJWF
    "*Λ࢖༻ͯ͠ػցΛ઀ଓ͠ɺ࢈ۀσʔλΛେن໛ʹϚοϐϯά͢Δ "653 (FOFSBUJWF
    "*Ͱະདྷ΁υϥΠϒ<3&1&"5> 01/ αϓϥΠνΣʔϯͷηΩϡϦςΟͱ(FOFSBUJWF
    "*ͷͨΊͷਐԽ͢Δ0410 "*.3 (FOFSBUJWF
    "*ΞϓϦΛηΩϡΞʹߏங͠ɺ"NB[PO
    #FESPDLͰσʔλΛ੍ޚ͢Δ<3&1&"5> *053 (FOFSBUJWF
    "*Ͱ"84
    *P5
    (SFFOHSBTTίϯϙʔωϯτΛઃܭ͢Δ<3&1&"5> 8143 (FOFSBUJWF
    "*ʹΑΔ৽͍͠ڭҭํ๏
    <3&1&"5ʧ
16. "NB[PO
    #FESPDL
    ؔ࿈ηογϣϯ
17. SFJOWFOULBOTBJ "NB[PO
    #FESPDL
    ؔ࿈ηογϣϯશྔ 4FTTJPO
    $PEF 5JUMF %BUF "*. "NB[PO
    #FESPDLͰॳΊͯͷδΣωϨʔςΟϒ"*ΞϓϦέʔγϣϯΛߏங͢Δ /PW
     474 "NB[PO
    #FESPDLɺ"NB[PO ,FOESBɺαʔόʔϨεΛ࢖ͬͯνϟοτϘοτΛߏங͢Δ /PW
     (#-&4 "NB[PO
    #FESPDLͰδΣωϨʔςΟϒ"*ΛΞϓϦʹ౷߹͢ΔʲεϖΠϯޠʳ /PW
     #0" "NB[PO
    #FESPDLͷ຅ೖମݧ /PW
     "*. "NB[PO
    #FESPDLΛ࢖ͬͨδΣωϨʔςΟϒ"*ΞϓϦέʔγϣϯͷߏஙͱ֦ு /PW
     4743 αʔόʔϨεͱ"NB[PO
    #FESPDLʹΑΔδΣωϨʔςΟϒ"*ΞϓϦέʔγϣϯͷߏங<3&1&"5> /PW
     #0" "NB[PO
    #FESPDLͰ"84ιϦϡʔγϣϯΞʔΩςΫτΤʔδΣϯτΛߏங͢Δ /PW
     %"54 /FPKφϨοδάϥϑͰ"NB[PO
    #FESPDLΞϓϦέʔγϣϯΛڧԽ͢Δʢ/FPKओ࠵ʣ /PW
     "*. "NB[PO
    #FESPDLʹΑΔ3"( /PW
     %014 "NB[PO
    #FESPDLͰ࣮ݧઃܭΛՃ଎͢Δʢ-BVODI%BSLMZओ࠵ʣ /PW
     4743 αʔόʔϨεͱ"NB[PO
    #FESPDLʹΑΔੜ੒త"*ΞϓϦέʔγϣϯͷߏங<3&1&"5> /PW
     "*.4 Ϋϥ΢υɺ"NB[PO
    #FESPDLɺHFO
    "*ɺ"84
    %FFQ3BDFSΛԣஅͨ͠ίϥϘϨʔγϣϯʢ$IVOHIXB
    5FMFDPNओ࠵ʣ /PW
     "*.4 "NB[PO
    #FESPDLͱ.POHP%#
    "UMBTͰδΣωϨʔςΟϒͳ"*ΤϯϦονυɾΞϓϦΛߏங͢Δʢ.POHP%#ओ࠵ʣ /PW
     %"54 ϦΞϧλΠϜ3"(ɿ3FEJTͱ"NB[PO
    #FESPDLͰ--.Λ૿ڧ͢Δํ๏ʢ3FEJTओ࠵ʣ /PW
     $0. "NB[PO
    #FESPDL͕࣍ੈ୅ͷ"84ϏϧμʔΛͲͷΑ͏ʹࢧԉ͍ͯ͠Δ͔ /PW
     #81 "NB[PO
    #FESPDLͰ"NB[POͷ#VZ
    XJUI
    1SJNF
    "1*Λ࢖͏ /PW
     "*. "NB[PO
    4BHF.BLFSͱ"NB[PO
    #FESPDLʹΑΔ'.ͷͨΊͷ'.0QT--.0QT /PW
     "*. "NB[PO
    #FESPDLͰδΣωϨʔςΟϒ"*ΞϓϦέʔγϣϯ։ൃΛՃ଎͢Δ /PW
     "*. "NB[PO
    #FESPDLͰτοϓϢʔεέʔεͷςΩετੜ੒'.Λ୳ٻ͢Δ /PW
     "*. "NB[PO
    #FESPDLͷ'.Λ࢖ͬͨը૾ੜ੒ͱݕࡧͷ୳ٻ /PW
     ()+ "84
    (BNF%BZνϟϯϐΦϯγοϓ
    (FO"*ͱ"NB[PO
    #FESPDLʹΑΔߏங /PW
     '8. "NB[PO
    #FESPDLͷձ࿩ཤྺΛ࣋ͭ8FC4PDLFU
    "1*Λߏங͢Δ /PW
     "*. "NB[PO
    #FESPDLͰλεΫΛ࣮ߦͰ͖ΔδΣωϨʔςΟϒ"*ΞϓϦΛߏங͢Δ /PW
     $0. "NB[PO
    #FESPDLͰ"*ίϛοΫಈըδΣωϨʔλʔΛߏங͢Δ /PW
     "*.3 "NB[PO
    #FESPDLͰੜ੒ܕ"*ΞϓϦΛηΩϡΞʹߏங͠ɺσʔλΛ੍ޚ͢Δ<3&1&"5> /PW
    
18. SFJOWFOULBOTBJ ·ͱΊ • (FOFSBUJWF
    "*
    ͸࠷ॏཁτϨϯυͰɺ͋ΒΏΔۀք͕஫໨͍ͯ͠·͢ʂ • େྔͷηογϣϯ͕͋ΔͷͰɺݟ͍ͨ΋ͷΛߜΓ·͠ΐ͏ʂ • ౰೔ʹ௥Ճ͞ΕΔηογϣϯ΋͋Γ·͢ʂ • --.ͱ3"(͚ͩͰ͸ͳ͘ɺଞαʔϏεͱͷ࿈ܞ΍ηΩϡϦςΟʹ΋ ஫໨͠·͠ΐ͏ʂ • ͍ΖΜͳۀքͷࣄྫ΋ฉ͖·͠ΐ͏ʂ
19. &/%