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AWS re:Invent 2023 で Generative AI を学ぼう! 関連セッショ...

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

Kiminori Yokoi

October 30, 2023
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  1. SFJOWFOULBOTBJ 4FTTJPO$PEF 5JUMF $.1 "NB[PO5JUBOͰࣗࣾσʔλΛ࢖ͬͨ(FOFSBUJWF"*νϟοτϘοτΛߏங͠Α͏ #0"3 (FOFSBUJWF"*ͷຽओԽɺ"1*ίʔϧΛҰ౓ʹͻͱͭͣͭ<3&1&"5ʧ 5/$ 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[PO4BHF.BLFS +VNQ4UBSUͰ(FOFSBUJWF"*ͷಋೖΛՃ଎͢Δ<3&1&"5ʧ "/5 ΞφϦςΟΫεͱ(FOFSBUJWF"*ͷͨΊͷΤϯυπʔΤϯυͷσʔλઓུΛߏங͢Δ $0. Ϋϥ΢υόοΫΞοϓ͞Εͨ(FOFSBUJWF"*ήʔϜΛ෼Ͱߏங͢Δ 
  2. SFJOWFOULBOTBJ 4FTTJPO$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[PO5SBOTDSJCFͱ(FOFSBUJWF"*ͰΤʔδΣϯτͷੜ࢈ੑΛ޲্ "*. (FOFSBUJWF"*ͱ"NB[PO1FSTPOBMJ[FͰύʔιφϥΠζ͞Εͨ$9Λ࣮ݱ "*. (FOFSBUJWF"*ͷ৴པੑͱ҆શੑΛ"NB[PO$PNQSFIFOEͰ࣮ݱ 
  3. 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
  4. 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"* $.13 "84্ͷ(FOFSBUJWF"*Ͱֵ৽తͳΫϦΤΠςΟϒπʔϧΛߏங͢Δ<3&1&"5> &/54 (FOFSBUJWF"*ͰϏδωεϞσϧͷมֵΛՃ଎͢Δํ๏ʢ1FSTJTUFOU4ZTUFNTओ࠵ʣ )-$ 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>
  5. 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"*ύωϧɿތେ޿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 $0/ "NB[PO&,4্ͷσʔλΛ࢖ͬͨ(FOFSBUJWF"*
  6. SFJOWFOULBOTBJ  4FTTJPO$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$0&ʣͷ׆༻ "*. ద੾ͳ(FOFSBUJWF"*ͷϢʔεέʔεͷબ୒ .'(3 (FOFSBUJWF"*Λ࢖༻ͯ͠ϚγϯΛ઀ଓ͠ɺ࢈ۀσʔλΛେن໛ʹϚοϐϯά͢Δ 5373 (FOFSBUJWF"*Ͱݕࡧ͔Β༧໿΁ͷίϯόʔδϣϯΛߴΊΔ<3&1&"5>
  7. SFJOWFOULBOTBJ  4FTTJPO$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*NQFUVT5FDIOPMPHJFT*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[PO1FSTPOBMJ[FʹΑΔύʔιφϥΠζ͞ΕͨϚʔέςΟϯάίϯςϯπ $0. (FOFSBUJWF"*Ͱ"84ͷηΩϡϦςΟͷະདྷΛܗ࡞Δ 814 ৽͍࣌͠୅ɿެڞ෼໺ʹ͓͚Δ(FOFSBUJWF"*΁ͷಓ
  8. SFJOWFOULBOTBJ  4FTTJPO$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&$4ͱ"84'BSHBUFͰ(FOFSBUJWF"*ͷՄೳੑΛҾ͖ग़͢ "*. 3"(Λ࢖ͬͯ(FOFSBUJWF"*ΞϓϦέʔγϣϯͷϨεϙϯεΛվળ͢Δ "*.4 ϢφΠςουͱͷ(FOFSBUJWF"*ʹΑΔΠϯςϦδΣϯτͳۭߓӡӦʢλλɾίϯαϧλϯγʔɾαʔϏγζ ओ࠵ʣ (#-,0 ۜߦ΍γϣοϐϯάαʔϏεʹ͓͚Δ(FOFSBUJWF"*׆༻ͷڭ܇ʲؖࠃޠʳ "*.*/5 (FOFSBUJWF"*ͷ࢈ۀϙςϯγϟϧΛҾ͖ग़͢
  9. SFJOWFOULBOTBJ  4FTTJPO$PEF 5JUMF "%. "84ͷ(FOFSBUJWF"*ͱػցֶशΛ4BMFTGPSDF%BUB$MPVEͰ׆༻͢Δ $.1 (FOFSBUJWF"*ϒʔϜΛࢧ͑Δ"84ΠϯϑϥΛਂ۷Γ͢Δ "*.4 ҩྍʹ͓͚Δ(FOFSBUJWF"*ɿ

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