ZOZO Researchの研究活動を支える Amazon SageMaker 利用導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities

;0;05FDIOPMPHJFT *OD ;0;03FTFBSDIͷݚڀ׆ಈΛࢧ͑Δ 4BHF.BLFSར༻  ʙಋೖ՝୊ͷղܾͱల։ʹ͍ͭͯʙ "844VNNJU5PLZP%BZʲ+ʳ גࣜձࣾ;0;0ςΫϊϩδʔζ ։ൃ෦43&ςοΫϦʔυ ޫ໺ୡ࿕ $PQZSJHIU;0;05FDIOPMPHJFT
*OD גࣜձࣾ;0;0ςΫϊϩδʔζ ;0;03FTFBSDIϦαʔναΠΤϯςΟετ தଜ୓ຏ

;0;05FDIOPMPHJFT *OD גࣜձࣾ;0;0ςΫϊϩδʔζ ։ൃ෦43&ςοΫϦʔυ ޫ໺ୡ࿕ ϠϑʔגࣜձࣾʹͯϠϑΦΫɾ޿ࠂͷ։ൃʹܞΘΔɻ ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ൐͍ ೥݄͔Βݱ৬ɻݱࡏ͸ύϒϦοΫΫϥ΢υΛઐ໳ͱ͢ Δ43&ͱͯ͠ɺ೔ʑαʔϏεͷ৴པੑ޲্ʹ౒ΊΔɻ ΢ΟεΩʔͱ༿ר͕޷͖ɻѪͯ͠Δɻ
!2

;0;05FDIOPMPHJFT *OD ຊ೔ͷΞδΣϯμ !3 ୈҰ෦ ձࣾ঺հ ;0;03FTFBSDIͷϛογϣϯ ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ ୈೋ෦ ·ͱΊ

;0;05FDIOPMPHJFT *OD !5 ձࣾ঺հ גࣜձࣾ;0;0ςΫϊϩδʔζ גࣜձࣾ;0;064&% גࣜձࣾΞϥλφ w;0;0άϧʔϓͷαʔϏεӡ༻ɾٕज़։ൃ෦໳ wΤϯδχΞɾσβΠφɾΞφϦετͳͲ੍࡞ʹܞΘΔશͯͷٕज़ऀ͕ू݁ גࣜձࣾ;0;0
ࣄۀཧ೦ɿԯਓͷϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘

;0;05FDIOPMPHJFT *OD IUUQT[P[PKQ ɾ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτΞϓϦ ɾ Ҏ্ͷγϣοϓɺ Ҏ্ͷϒϥϯυͷऔΓѻ͍ ɹʢ೥݄຤࣌఺ʣ ɾৗ࣌ສ఺Ҏ্ͷ঎඼ΞΠςϜ਺ͱຖ೔ฏۉ ఺Ҏ্ͷ৽ண
঎඼Λܝࡌ ɾଈ೔഑ૹαʔϏε ɾΪϑτϥοϐϯάαʔϏε ɾπέ෷͍ͳͲ !6

;0;05FDIOPMPHJFT *OD IUUQTXFBSKQ ɾ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔτΞϓϦ ɾ ສμ΢ϯϩʔυಥഁɺίʔσΟωʔτ౤ߘ૯਺͸ສ݅ Ҏ্ʢͱ΋ʹ೥݄຤࣌఺ʣ ɾશੈքʢ"QQ4UPSF(PPHMF1MBZ͕ར༻ՄೳͳશͯͷࠃʣͰ μ΢ϯϩʔυ͕Մೳ ɾສਓҎ্ͷϑΥϩϫʔΛ࣋ͭϢʔβʔʢ8&"3*45"ʣ΋஀ੜ
!7

;0;05FDIOPMPHJFT *OD !8 ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫ ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ

;0;05FDIOPMPHJFT *OD !9 ;0;0ςΫϊϩδʔζʹ͓͚ΔओཁͳϓϩμΫτɾ૊৫ ೔ຊ࠷େڃͷϑΝογϣϯ௨ൢαΠτ/ΞϓϦ ೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔταΠτ / ΞϓϦ

;0;05FDIOPMPHJFT *OD !10 ;0;03FTFBSDIͷϛογϣϯ ϑΝογϣϯΛ਺஋Խ͢Δɻ ʮ෰࡞Γʯͷݚڀ ΦʔτσβΠϯɺ৽ૉࡐɺ৽ੜ࢈ϥΠϯͳͲ ෰࡞Γશൠͷݚڀ ʮࣅ߹͏ʯͷݚڀ ࣅ߹͏෰ͱ͸ʁ
ૉఢͳ૊Έ߹Θͤͱ͸ʁ ਪનΞϧΰϦζϜͷݚڀ ʮ࠾ੇʯͷݚڀ ଍ͳͲͷ຤୺෦ͷ࠾ੇɺಈ͖ɺے೑ͳͲͷܭଌɺ ମܕܭଌʹؔ͢Δஎ·͵ਐԽ

;0;05FDIOPMPHJFT *OD !11 ※ಛఆͷݸਓΛࣝผͰ͖Δ৘ใ͸࢖༻͍ͨ͠·ͤΜ

;0;05FDIOPMPHJFT *OD σʔλYػցֶश !12 Takuma Nakamura, Ryosuke Goto. Outfit Generation
and Style Extraction via Bidirectional LSTM and Autoencoder. KDDW. https://arxiv.org/abs/1807.03133 தଜ୓ຏ, ࡈ౻ါً. (2019) “Set TransformerʹΑΔϑΝογϣϯίʔσΟωʔτબ୒”, ৘ใ࿦తֶश ཧ࿦ͱػցֶशݚڀձ (IBISML). https://speakerdeck.com/yukisaito/set-transformer-for-coordinating- outfits

;0;05FDIOPMPHJFT *OD !14 ;0;03FTFBSDIͱ43&νʔϜͷؔΘΓํ ݚڀ׆ಈΛ࠷΋ޮ཰తʹਐΊΒΕΔܭࢉج൫ͷ४උͱӡ༻ ػցֶशج൫͸ΞϚκϯ΢ΣϒαʔϏεʢ"84ʣ্ʹߏங ;0;03FTFBSDI 43& "84্Ͱͷܭࢉج൫ͷઃܭͱߏங ܭࢉج൫ͷར༻

;0;05FDIOPMPHJFT *OD ܭࢉج൫ͷδϨϯϚ Amazon Elastic Compute Cloud (Amazon EC2) ೥݄
ʢ;0;03FTFBSDIൃ଍ʣ ೥/݄ ೥.݄ !15 (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ

ʢ;0;03FTFBSDIൃ଍ʣ ೥/݄ ೥.݄ !16 (16ΠϯελϯεΛඞཁ୆਺ɺΠϯϑϥνʔϜʢ౰࣌ʣ͕༻ҙ͢Δ ࿦จࣥචͳͲͷΠϕϯτ࣌ʹෆ଍ ୆਺͕૿͑ɺશମͷՔಇ཰͕௿Լ े෼ͳ୆਺Λ४උ ୆਺࡟ݮ ʢ܁Γฦ͠ʣ

ʢ;0;03FTFBSDIൃ଍ʣ ೥/݄ ೥.݄ !17 ৗʹɺे෼ͳ୆਺Λ༻ҙ͢Δ ৗʹɺՔಇ཰Λߴ͘อͭ ཱ͍྆ͨ͠ Amazon SageMaker (SageMaker) ೥݄

;0;05FDIOPMPHJFT *OD "NB[PO4BHF.BLFS #VJME 5SBJO %FQMPZ w ϫϯΫϦοΫτϨʔχϯά  ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁ w
ϫϯΫϦοΫσϓϩΠ w ࣗಈ"#ςετ w Ϛωʔδυ+VQZUFSϊʔτϒοΫ w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ  ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε  DGIUUQTBXTBNB[PODPNKQTBHFNBLFS !18

;0;05FDIOPMPHJFT *OD "NB[PO4BHF.BLFS #VJME 5SBJO %FQMPZ w ϫϯΫϦοΫτϨʔχϯά  ඞཁͳΠϯελϯελΠϓΛඞཁͳ୆਺ɺग़ྗ͸4΁ w
ϫϯΫϦοΫσϓϩΠ w ࣗಈ"#ςετ w Ϛωʔδυ+VQZUFSϊʔτϒοΫ w ෯޿͍ϑϨʔϜϫʔΫΛαϙʔτ  ʢ5FOTPS'MPXɺ"QBDIF.9/FUɺ$IBJOFSɺ1Z5PSDIɺ4DJLJUMFBSOɺ4QBSL.-ʣ "NB[PO4BHF.BLFS͸ɺػցֶशͷϫʔΫϑϩʔશମΛΧόʔ͢Δ׬શϚωʔδυܕαʔϏε  DGIUUQTBXTBNB[PODPNKQTBHFNBLFS !19

;0;05FDIOPMPHJFT *OD ϫϯΫϦοΫτϨʔχϯά !20 5SBJOJOH" 5SBJOJOH# 5SBJOJOH$ w QYMBSHF w
୆ w εΫϦϓτ" w QYMBSHF w ୆ w εΫϦϓτ# w QYMBSHF w ୆ w εΫϦϓτ$ w ܭࢉࢿݯͷઃఆ w ֶशεΫϦϓτ ֶशͭͭʹର͠ɺ ඞཁͳܭࢉࢿݯΛׂΓ౰ͯΔ ֶशͷऴྃͱڞʹ5FSNJOBUF

;0;05FDIOPMPHJFT *OD !21 ݁Ռɿֶश͸εέʔϧͨ͠
5SBJOJOH+0# $PNQMFUFE 4UPQQFE ϲ݄Ͱطʹલ2௒͑

;0;05FDIOPMPHJFT *OD !22 4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্ w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ

;0;05FDIOPMPHJFT *OD !23 4BHF.BLFSͷ࠾༻ʹΑͬͯಘͨ΋ͷ w Ϧιʔε֬อͷίϛϡχέʔγϣϯ͕ෆཁʹ w (16Πϯελϯεֶ͕श࣌ʹͷΈىಈ͠ऴྃ͢ΔͨΊɺՔಇ཰޲্ w ෳ਺୆ʹΑΔฒྻܭࢉ΍ΑΓϋΠύϑΥʔϚϯεͳΠϯελϯεʹΑΔݕূ͕Մೳʹ
Ըܙɿ˕ɹɹಋೖɿʁ

;0;05FDIOPMPHJFT *OD ຊ೔ͷΞδΣϯμ !24 ୈҰ෦ ୈೋ෦ ݚڀ঺հ ར༻ଅਐͷҝͷऔΓ૊Έ ɹ։ൃ ɹֶश
ɹਪ࿦ ·ͱΊ

;0;05FDIOPMPHJFT *OD גࣜձࣾ;0;0ςΫϊϩδʔζ ;0;03FTFBSDI ϦαʔναΠΤϯςΟετ தଜ୓ຏ !25 ΞΫηϯνϡΞೖࣾޙɺγεςϜ։ൃ΍෼ੳج൫ಋೖࢧ ԉΛܦݧɻ೥͔Β͸גࣜձࣾ7"4*-:ɺ๏ਓ౷߹ʹ ൐͍೥݄͔Βݱ৬ɻϑΝογϣϯYػցֶशͱ͍
͏෼໺Ͱݚڀ։ൃΛ୲౰ɻը૾ೝ͕ࣝઐ໳ɻ

;0;05FDIOPMPHJFT *OD !26 ʮ͓͠ΌΕʯͳ૊Έ߹ΘͤΛٻΊΔ໰୊ ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷೝࣝ

;0;05FDIOPMPHJFT *OD !27 ΫΤϦ ༧ଌ݁Ռ
ࠨ୺ͷΞΠςϜ͕HSPVOEUSVUI ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌ

;0;05FDIOPMPHJFT *OD !28 ΫΤϦ ༧ଌ݁Ռ ݚڀ੒ՌϑΝογϣϯίʔσΟωʔτͷܽଛ༧ଌʢ൑அͷࠜڌͷՄࢹԽʣ

;0;05FDIOPMPHJFT *OD !29 Style A Style B Style C Style
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sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> <latexit sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> <latexit sha1_base64="BLMXtHMoAf6LIq7CCRWO/fVnk4Q=">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</latexit> = <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">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</latexit> <latexit sha1_base64="mKNhi4l4+8NwtmcIDF9c3XG2cjo=">AAACZHichVHLSsNAFD2N7/potQiCIMVScVVuRFAEoSCCy7baVlApSZxqaJqEJC1o8Qd0q7hwpSAifoYbf8BFf0AQlwpuXHibBkSLeoeZOXPmnjtnZlTb0F2PqBmSurp7evv6B8KDQ8MjkejoWMG1ao4m8pplWM6mqrjC0E2R93TPEJu2I5SqaoiiWllp7RfrwnF1y9zwDmyxU1X2TL2sa4rHVHa5FE1QivyIdwI5AAkEkbGiN9jGLixoqKEKARMeYwMKXG5bkEGwmdtBgzmHke7vCxwhzNoaZwnOUJit8LjHq62ANXndqun6ao1PMbg7rIwjSY90S6/0QHf0TB+/1mr4NVpeDnhW21phlyLHE+vv/6qqPHvY/1L96dlDGYu+V5292z7TuoXW1tcPz1/Xl3LJxgxd0Qv7v6Qm3fMNzPqbdp0VuQuE+QPkn8/dCQpzKZlScnY+kV4NvqIfk5jGLL/3AtJYQwZ5PlfgBKc4Cz1JQ1JMGm+nSqFAE8O3kKY+AYEzicA=</latexit> ݚڀ੒ՌϑΝογϣϯελΠϧͷΫϥελϦϯάͱԋࢉ

;0;05FDIOPMPHJFT *OD !30 Query item image Generated outﬁt Query style
Mixture ratio Style A Style B Style C Style D Style A ݚڀ੒ՌϑΝογϣϯελΠϧຖͷίʔσΟωʔτੜ੒

;0;05FDIOPMPHJFT *OD !31 4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠

;0;05FDIOPMPHJFT *OD !32 4BHF.BLFSΛಋೖ࣮ͯ͠ݧ͸εέʔϧ͔ͨ͠ εέʔϧͨ͠

;0;05FDIOPMPHJFT *OD !33 4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ

;0;05FDIOPMPHJFT *OD !34 4BHF.BLFS΁ͷҠߦ͸؆୯͔ͩͬͨ େมͩͬͨ

;0;05FDIOPMPHJFT *OD !35 ۀ຿Λ4BHF.BLFSʹدͤΔ͜ͱͰޮ཰Խʹ੒ޭͨ͠ ׳Εͨ΍ΓํΛม͑Δ͜ͱΛ᪳᪯Θͳ͍͜ͱ 4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ ֶͼɾؾ෇͖

;0;05FDIOPMPHJFT *OD !36 ։ൃ ֶश ෳ਺ͷαʔόͰฒߦͯ͠։ൃ ͯͦ͠ΕͧΕ࣮ߦ ಋೖલ ਪ࿦ ରࡦޙ
ಋೖ ௚ޙ ʁ ʁ ʁ ʁ ʁ ʁ ར༻ଅਐͷҝͷऔΓ૊Έ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ

ಋೖ ௚ޙ ʁ ʁ ʁ ʁ ʁ ʁ ར༻ଅਐͷҝͷऔΓ૊Έ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ

;0;05FDIOPMPHJFT *OD !38 Πϯελϯεຖʹಠཱʹ࣮ݧͱίʔυमਖ਼Λ܁Γฦ͍ͯͨ͠ ͕࣌ؒܦͭʹ࿈Εͯίʔυͱ࣮ݧͷόʔδϣϯ؅ཧ͕ෳࡶʹͳΓɺ͔ͭϦιʔε΋࢖͍੾Ε͍ͯͳ͍ ։ൃ ಋೖલ ͜Ε·Ͱͷ։ൃํ๏ͱ4BHF.BLFS΁ͷظ଴ training A
notebook training B training C 4BHF.BLFSΛಋೖͯ͠ ࣮ݧ؀ڥΛՕॴʹू໿ ͢Δ͜ͱΛظ଴ͨ͠ scripts developed on the instance A training A1 training A2 scripts' developed on the instance A scripts'' developed on the instance A scripts developed on the instance B training B1 training B2 scripts' developed on the instance B scripts'' developed on the instance B scripts developed on the instance C training C1 training C2 scripts' developed on the instance C scripts'' developed on the instance C

;0;05FDIOPMPHJFT *OD !39 ։ൃ ಋೖ௚ޙ ݦࡏԽͨ͠OPUFCPPLΠϯελϯεͷ໰୊ ☀δϣϒͱ͍͏୯ҐͰ࣮ݧΛ؅ཧͰ͖Δ ☀࣮ݧΛΫϩʔϯͰ͖Δ ☀՝ֹۚΛ࠷খԽͰ͖Δ +VQZUFS΍ΤσΟλͷΧελϚΠζ͕Ͱ͖ͳ͍
TTIͰ͖ͳ͍ JQZOCϑΝΠϧͱHJUͷ૬ੑ͕ѱ͍ OPUFCPPLΠϯελϯεΛ։ൃ؀ڥͱͯ͠ݟΔͱɺॊೈੑʹ͚ܽΔ఺͕໨ཱͬͨ ͜Ε·Ͱͷ։ൃ؀ڥͷ֦ுੑ͕ࣦΘΕΔͱڞʹɺJQZOCϑΝΠϧͷ؅ཧίετ͕ՃΘͬͨ ֶशδϣϒ࣮ߦ ։ൃ training A training B training C foo.py bar.py baz.yml

;0;05FDIOPMPHJFT *OD !40 ։ൃ ରࡦޙ OPUFCPPLΠϯελϯεΛܦ༝͠ͳ͍ҝʹ͸ʜ training A training B
training C foo.py bar.py baz.yml training A training B training C foo.py bar.py baz.yml OPUFCPPLΠϯελϯεͰͷ։ൃ࡞ۀΛ։ൃػʹҠߦ͠ɺ։ൃػ͔ΒδϣϒΛ࣮ߦ͢Δ ։ൃػʹ4BHF.BLFS4%,ΛΠϯετʔϧͯ͠ɺOPUFCPPLΠϯελϯεͱಉ౳ͷ໾ׂΛ༩͑Δ QJQJOTUBMMTBHFNBLFS

;0;05FDIOPMPHJFT *OD !41 ։ൃ ରࡦޙ 4%,Λར༻ͯ͠։ൃػ͔Β4BHF.BLFSʹ௚઀ֶशδϣϒΛ౤͛ΔΑ͏ʹͨ͠ OPUFCPPLΠϯελϯε͕ෆཁͱͳͬͨ OPUFCPPLʹهड़͍࣮ͯͨ͠ݧ৚݅ͱֶशδϣϒ࣮ߦʹؔ͢ΔॲཧΛ෼ղͨ͠ ࣮ݧ৚݅͸ZBNMʹ੾Γग़ͯ͠HJUͰ؅ཧɺֶशδϣϒ࣮ߦʹؔ͢Δॲཧ͸$-*ͱ࣮ͯ͠૷ͨ͠ ࣮ݧ৚݅
ֶशδϣϒ࣮ߦ ࣮ݧ৚݅ZNM ֶश࣮ߦ$-* 4BHF.BLFS 4%,Λϥοϓ training A training B training C training D confA.yml confB.yml confC.yml confD.yml OPUFCPPLΛ࢖Θͣʹ։ൃػ͔ΒֶशδϣϒΛ࣮ߦ͢Δ FYBNQMFJQZOC ZBNMΛىಈҾ਺ͱ͢Δ ίϚϯυͰֶशδϣϒΛ࣮ߦ

ಋೖ ௚ޙ ։ൃޮ཰௿ԼͱJQZOC ϑΝΠϧͷ؅ཧίετ૿ ʁ ʁ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ ʁ ʁ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ ར༻ଅਐͷҝͷऔΓ૊Έ

ಋೖ ௚ޙ JQZOCϑΝΠϧͷ؅ཧίετ ૿ͱ։ൃޮ཰௿Լ ʁ ʁ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ ʁ ʁ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ ར༻ଅਐͷҝͷऔΓ૊Έ

;0;05FDIOPMPHJFT *OD !44 ಋೖલ ֶश ֶशͷϩά͸ϑΝΠϧ΍ඪ४ग़ྗʹɺεφοϓ γϣοτ͸&'4ʹग़ྗ͍ͯͨ͠ ϩά΋εφοϓγϣοτ΋ϦΞϧλΠϜʹऔಘͰ͖͍ͯͨ MPH TOBQTIPU
&$؀ڥͰͷεφοϓγϣοτऔಘ͸؆୯

;0;05FDIOPMPHJFT *OD !45 ಋೖ௚ޙ ֶश 4BHF.BLFSʹ͓͚Δֶशͷϩά͸ $MPVE8BUDIʹసૹ͞ΕΔ ϩά͸ϦΞϧλΠϜʹऔಘՄೳ ҰํͰϑΝΠϧసૹ͸ऴྃ࣌఺ͷճͷΈ ֶशࡁΈϞσϧ΍εφοϓγϣοτΛಘΔͨΊʹֶशऴྃ
Λ଴ͭඞཁ͕͋Δ n days ֶश్தʹεφοϓγϣοτ͕औಘ Ͱ͖ͳ͍ͷ͸க໋త MPH TOBQTIPU NPEFM 4BHF.BLFS͸ఆظతͳϑΝΠϧసૹΛߦΘͳ͍

;0;05FDIOPMPHJFT *OD !46 n days ֶश ରࡦޙ ֶशͷܦաΛఆظతʹϙετ͢ΔػೳΛ ਂ૚ֶशϑϨʔϜϫʔΫʹ࣮૷ͨ͠ ϩά͸4MBDLʹɺεφοϓγϣοτ͸4ʹసૹ
MPH TOBQTIPU ϑΝΠϧసૹ͸ֶश༻ίʔυʹ࣮૷͢Δඞཁ͕͋Δ FYUFOTJPOQZ

;0;05FDIOPMPHJFT *OD !47 TOBQTIPU TOBQTIPU@PCKFDU -PH3FQPSU 1MPU3FQPSU ֶश ରࡦޙ ϑΝΠϧసૹͱϩάసૹͷ࢓૊Έ
࠷৽ͷεφοϓγϣοτ͸#PUPΛར༻ͯ͠4ʹసૹ͢Δ ֶशͷϩά͸*ODPNJOH8FC)PPLΛར༻ͯ͠4MBDLʹϙετ͢Δ $IBJOFSͷग़ྗΛ֎෦πʔϧʹ࿈ܞ

;0;05FDIOPMPHJFT *OD !48 ֶश ରࡦޙ δϣϒ໊ CVDLFU໊ εφοϓγϣοτ͸ֶशδϣϒຖʹܾ·ͬͨ৔ॴʹอଘ͞ΕΔ εφοϓγϣοτͷ4సૹͷྫ

;0;05FDIOPMPHJFT *OD !49 ֶश ରࡦޙ ֶशͷܦաΛडಈతʹ೺ѲͰ͖Δ ϩάͷ4MBDL࿈ܞͷྫ

;0;05FDIOPMPHJFT *OD !50 ։ൃ ֶश ෳ਺ͷαʔόͰฒߦͯ͠։ൃ ͯͦ͠ΕͧΕ࣮ߦ ಋೖલ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ
ਪ࿦ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ ରࡦޙ ಋೖ ௚ޙ ֶश్தʹεφοϓγϣοτ ΛಘΔ͜ͱ͕Ͱ͖ͳ͍ ʁ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ %-ϑϨʔϜϫʔΫͷ֦ுػ ೳΛ࢖͍ఆظతʹεφοϓ γϣοτΛ4ʹసૹ ʁ JQZOCϑΝΠϧͷ؅ཧίετ ૿ͱ։ൃޮ཰௿Լ ར༻ଅਐͷҝͷऔΓ૊Έ

ਪ࿦ ରࡦޙ ಋೖ ௚ޙ ֶश్தʹεφοϓγϣοτ ΛಘΔ͜ͱ͕Ͱ͖ͳ͍ ʁ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ %-ϑϨʔϜϫʔΫͷ֦ுػ ೳΛ࢖͍ఆظతʹεφοϓ γϣοτΛ4ʹసૹ ʁ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ JQZOCϑΝΠϧͷ؅ཧίετ ૿ͱ։ൃޮ཰௿Լ ར༻ଅਐͷҝͷऔΓ૊Έ

;0;05FDIOPMPHJFT *OD !52 ಋೖલ ਪ࿦ &'4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧ Λϩʔυͯ͠ςετΛ࣮ߦ ϑΝΠϧͷҠಈͳ͠ͰςετΛ࣮ߦͰ͖ͯ ͍ͨҝɺͦ͜·Ͱ໘౗ʹײ͍ͯ͡ͳ͔ͬͨ model
C model A model B test A test B test C model B training B model A training A model C training C test scripts test data &$؀ڥͰͷϞσϧͷςετ͸&'4͕த৺ ֶश༻Πϯελϯε ςετ༻Πϯελϯε

;0;05FDIOPMPHJFT *OD !53 4ʹग़ྗ͞ΕֶͨशࡁΈϞσϧΛ ςετ༻&$ʹίϐʔͯ͠ςετΛ ࣮ߦ .-Πϯελϯεʹ&'4͕Ϛ΢ϯτͰ͖ͳ͍ ͨΊɺֶशࡁΈϞσϧͷ഑෍͕4ܦ༝ͱͳ Γɺίϐʔͷख͕ؒ૿͑ͨ model
C model A model B teat A test B test C model A training A model B training B model C training C test scripts test data खಈͰίϐʔ 4த৺ͷϞσϧ഑෍͸खಈͷ࡞ۀ͕ൃੜͨ͠ ಋೖ௚ޙ ਪ࿦ ςετ༻Πϯελϯε

;0;05FDIOPMPHJFT *OD όονม׵δϣϒΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠ !54 ରࡦޙ ਪ࿦ ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥ ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ ϧΛ࡞੒͢Δ ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον
ม׵δϣϒΛఆٛ Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠ ςετΛ࣮ߦՄೳ model C model A model B test A test B test C training A training A training A registered model C registered model A registered model B test data test data test data

;0;05FDIOPMPHJFT *OD όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠ !55 model C model A model B
test A test B test C training A training A training A registered model C registered model A registered model B test data test data test data ରࡦޙ ਪ࿦ ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥ ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ ϧΛ࡞੒͢Δ ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον ม׵δϣϒΛఆٛ Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠ ςετΛ࣮ߦՄೳ Ϟσϧͷ࡞੒

;0;05FDIOPMPHJFT *OD όονม׵ػೳΛར༻ͯ͠ςετΛ࣮ߦ͢ΔΑ͏ʹͨ͠ !56 model C model A model B
test A test B test C training A training A training A registered model C registered model A registered model B test data test data test data ରࡦޙ ਪ࿦ ֶश݁ՌΛͦͷ··Ϟσϧʹొ࿥ ֶश݁Ռͷ4ϩέʔγϣϯΛࢦఆͯ͠Ϟσ ϧΛ࡞੒͢Δ ొ࿥ͨ͠ϞσϧΛࢀরͯ͠όον ม׵δϣϒΛఆٛ Ϟσϧͱ4ʹ഑ஔ͞ΕͨσʔλΛར༻ͯ͠ ςετΛ࣮ߦՄೳ όονม׵δϣϒ

;0;05FDIOPMPHJFT *OD Ϟσϧ࡞੒͔Βόονม׵δϣϒ·ͰΛ$-*Ͱ࣮૷ !57 model C model A model B
test A test B test C training A training A training A registered model C registered model A registered model B test data test data test data ରࡦޙ ਪ࿦ 4%,Λ༻͍ͯ։ൃػ͔Β ςετΛ࣮ߦ ςετ࣮ߦ$-*

;0;05FDIOPMPHJFT *OD !58 ։ൃ ֶश ෳ਺ͷαʔόͰฒߦͯ͠։ൃ ͯͦ͠ΕͧΕ࣮ߦ ಋೖલ ਪ࿦ &'4ʹอଘ͞ΕֶͨशࡁΈ
ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ ରࡦޙ ಋೖ ௚ޙ ֶश్தʹεφοϓγϣοτ ΛಘΔ͜ͱ͕Ͱ͖ͳ͍ ֶशࡁΈϞσϧΛ4͔Β ςετ༻&$ʹμ΢ϯϩʔ υ͢Δ޻ఔ͕૿͑ͨ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ %-ϑϨʔϜϫʔΫͷ֦ுػ ೳΛ࢖͍ఆظతʹεφοϓ γϣοτΛ4ʹసૹ όονม׵δϣϒػೳΛར༻ ͯ͠&$Λհͣ͞ςετ࣮ߦ &'4΍&$಺ͷετϨʔδʹ εφοϓγϣοτΛอଘ JQZOCϑΝΠϧͷ؅ཧίετ ૿ͱ։ൃޮ཰௿Լ ར༻ଅਐͷҝͷऔΓ૊Έ

ਪ࿦ &'4ʹอଘ͞ΕֶͨशࡁΈ ϞσϧΛςετ༻&$Ͱ ϩʔυ࣮ͯ͠ߦ ରࡦޙ ಋೖ ௚ޙ JQZOCϑΝΠϧͷ؅ཧίετ ૿ͱ։ൃޮ཰௿Լ ֶश్தʹεφοϓγϣοτ ΛಘΔ͜ͱ͕Ͱ͖ͳ͍ ֶशࡁΈϞσϧΛ4͔Β ςετ༻&$ʹμ΢ϯϩʔυ ͢Δ޻ఔ͕૿͑ͨ ࣮ݧ৚݅ͱ࣮ߦΛ෼཭ ։ൃػ͔Β௚઀δϣϒ࣮ߦ %-ϑϨʔϜϫʔΫͷ֦ுػ ೳΛ࢖͍ఆظతʹεφοϓ γϣοτΛ4ʹసૹ όονม׵δϣϒػೳΛར༻ ͯ͠&$Λհͣ͞ςετ࣮ߦ ར༻ଅਐͷҝͷऔΓ૊Έ

;0;05FDIOPMPHJFT *OD ։ൃػΛத৺ͱͯ͠࡞ۀΛγϯϓϧʹ͢Δ͜ͱʹ੒ޭͨ͠ ։ൃ؀ڥ͸͜Ε·Ͱͷ؀ڥΛྲྀ༻͠ɺֶशਪ࿦͸$-*Ͱ࣮ߦ͠ɺεφοϓγϣοτͷอଘ΋ࣗಈԽͨ͠ ར༻ଅਐͷҝͷऔΓ૊Έޙ !60 ./train ./test train.py test.py
conf.yml test.py conf.yml test data train data train.py conf.yml job job job w ։ൃ؀ڥ͸ ୆ʹू໿ ֶशδϣϒ όονม׵δϣϒ w ֶशͱςετ͸։ൃػ ͔Β4%,Ͱ࣮ߦ w ֶशաఔ͸֎෦ πʔϧʹग़ྗ w ιʔείʔυͱϞσϧ ͸δϣϒຖʹอଘ

;0;05FDIOPMPHJFT *OD ຊ೔ొ৔ͨ͠πʔϧ܈Λ·ͱΊͨϨϙδτϦ !61 IUUQTHJUIVCDPNUODIBJOFSTBHFNBLFSUPPMT ֶशδϣϒ΍ਪ࿦δϣϒΛ؆୯ʹ࣮ߦͰ͖ΔΑ͏ʹ͢Δπʔϧ ϩάͷ4MBDL࿈ܞ΍4΁ͷεφοϓγϣοτసૹΛ࣮ߦ͢Δ$IBJOFS&YUFOTJPO ʢͨͩ͠$IBJOFSݶఆʣ

;0;05FDIOPMPHJFT *OD ຊ೔ͷΞδΣϯμ ୈҰ෦ ୈೋ෦ ݚڀ঺հ ར༻ଅਐͷҝͷऔΓ૊Έ ɹ։ൃ ɹֶश ɹਪ࿦
·ͱΊ !62

;0;05FDIOPMPHJFT *OD ·ͱΊ w ;0;03FTFBSDIͰ͸ɺ;0;0άϧʔϓ͕࣋ͭେྔͷσʔλΛݩʹͯ͠  ʮϑΝογϣϯΛ਺஋Խ͢Δʯݚڀ׆ಈΛߦ͍ͬͯΔ w ݚڀͷܭࢉج൫ͱͯ͠4BHF.BLFSΛ࠾༻͍ͯ͠Δ w 4BHF.BLFS͸.-ϓϥοτϑΥʔϜͰ͋Γɺ.-։ൃۀ຿ͷϑϨʔϜϫʔΫͰ΋͋Δ
w ಋೖʹ͸՝୊΋͕͋ͬͨɺ਺ʑͷ޻෉ʹΑͬͯεέʔϧ͢Δֶश؀ڥΛಘΔ͜ͱ͕Ͱ͖ͨ !63

;0;05FDIOPMPHJFT *OD ࠾༻৘ใ w.-ΤϯδχΞ wػցֶशΞϧΰϦζϜͷ࣮૷ͱ1P$։ൃ IUUQTUFDI[P[PDPNSFDSVJU w43& Πϯϑϥͷઃܭɾ։ൃɾӡ༻ΛओମʹαʔϏεͷ৴པੑ޲্ w "OESPJE
J04 EFTJHOFS BOENPSF ϑΝογϣϯΛٕज़ͷྗͰม͍͑ͯ͘஥ؒΛ୳͍ͯ͠·͢ɻ !64

ZOZO Researchの研究活動を支える Amazon SageMaker 利用 導入課...

ZOZO Researchの研究活動を支える Amazon SageMaker 利用 導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities

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ZOZO Researchの研究活動を支える Amazon SageMaker 利用導入課...

ZOZO Researchの研究活動を支える Amazon SageMaker 利用導入課題の解決と展開について / Using Amazon SageMaker to Support ZOZO Research Activities