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Copyright © ZOZO Technologies, Inc. All Right Reserved. ػցֶशΛ׆༻ͨ͠ϓϩτλΠϓΞϓϦͷ։ൃ Google Developers ML Summit Tokyo vol 2 גࣜձࣾ;0;0ςΫϊϩδʔζ ։ൃ෦"OESPJEΤϯδχΞ5FDI-FBE ງߐ྄հ .-,JUࣄྫ঺հ ;0;0ςΫϊϩδʔζͰͷࣄྫ

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ϓϩϑΟʔϧ ɾࣗಈԽͱϏʔϧ͕޷͖
 ɾ"OESPJEςετશॻͱ͍͏ຊΛॻ͖·ͨ͠
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 ;0;0ςΫϊϩδʔζ ։ൃ෦"OESPJEΤϯδχΞ5FDI-FBE ງߐ྄հ3ZPTVLF)PSJF Copyright © ZOZO Technologies, Inc. All Right Reserved.

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Copyright © ZOZO Technologies, Inc. All Rights Reserved. ˓೔ຊ࠷େڃͷϑΝογϣϯγϣοϐϯάαΠτΞϓϦ ˓ Ҏ্ͷγϣοϓɺ Ҏ্ͷϒϥϯυͷऔΓѻ͍ʢ ೥݄຤࣌఺ʣ ˓ৗ࣌ສ఺Ҏ্ͷ঎඼ΞΠςϜ਺ͱຖ೔ฏۉ ఺Ҏ্ͷ৽ண঎ ඼Λܝࡌ ˓ଈ೔഑ૹαʔϏεΪϑτϥοϐϯάαʔϏεπέ෷͍ͳͲ IUUQ[P[PKQ

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Copyright © ZOZO Technologies, Inc. All Rights Reserved. ˓೔ຊ࠷େڃͷϑΝογϣϯίʔσΟωʔτΞϓϦ ˓ ສμ΢ϯϩʔυಥഁɺίʔσΟωʔτ౤ߘ૯਺͸ສ݅Ҏ ্ʢͱ΋ʹ೥݄຤࣌఺ʣ ˓શੈքʢ"QQ4UPSF(PPHMFQMBZ͕ར༻ՄೳͳશͯͷࠃʣͰμ ΢ϯϩʔυ͕Մೳ ˓ສਓҎ্ͷϑΥϩϫʔΛ࣋ͭϢʔβʔʢ8&"3*45"ʣ΋஀ੜ IUUQTXFBSKQ

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໨࣍ Copyright © ZOZO Technologies, Inc. All Right Reserved. wϓϩτλΠϓΞϓϦ ϑΝογϣϯνΣοΫΞϓϦ ͷ঺հ wγεςϜߏ੒ w.-,JUΛ࢖༻͢ΔϝϦοτ wػցֶशΛΞϓϦ։ൃʹ׆༻͢ΔϝϦοτ w·ͱΊ

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Copyright © ZOZO Technologies, Inc. All Right Reserved. ϓϩτλΠϓΞϓϦͷ঺հ

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ϑΝογϣϯνΣοΫΞϓϦ Copyright © ZOZO Technologies, Inc. All Right Reserved. wΞϓϦͰࡱӨͨ͠ίʔσΟωʔτը૾Λ࠾఺ wΫϩεϓϥοτϑΥʔϜ w࠾఺ʹػցֶशΛ׆༻

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ػցֶशͷ׆༻ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUΛར༻ͨ͠ΦϯσόΠεਪ࿦

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Copyright © ZOZO Technologies, Inc. All Right Reserved. σϞ

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։ൃͷܦҢ Copyright © ZOZO Technologies, Inc. All Right Reserved. wٕज़ΧϯϑΝϨϯεͰͷϒʔεలࣔίϯςϯπͷෆ଍͕՝୊ w;0;0Β͍͠ίϯςϯπ͕ཉ͍͠ wϑΝογϣϯʹؔ࿈͠ɺٕज़తʹ໘ന͍ίϯςϯπ w%SPJE,BJHJΛλʔήοτʹԿ͔Ͱ͖ͳ͍͔ʁ wϑΝογϣϯνΣοΫΞϓϦΛ։ൃͯ͠లࣔ͢ΔҊ͕ු্

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։ൃ͢Δ্Ͱͷཁٻ Copyright © ZOZO Technologies, Inc. All Right Reserved. wϒʔεͰͷσϞలࣔʹ଱͑ɺϓϩτλΠϓͱͯ͠ಈ࡞ w୹ظؒͰͷ։ൃ w"OESPJEΤϯδχΞ໊ͰӦۀ೔ wΞϓϦɺػցֶश୲౰ʹ෼͔Εͯ։ൃ w݁Ռ%SPJE,BJHJຊ൪ʹؒʹ߹͏

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%SPJE,BJHJ Copyright © ZOZO Technologies, Inc. All Right Reserved.

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ෳ਺ͷΧϯϑΝϨϯεͰలࣔ Copyright © ZOZO Technologies, Inc. All Right Reserved. w%SPJE,BJHJ w%FWFMPQFST4VNNJU wUSZ4XJGU ༧ఆ w3VCZ,BJHJ ༧ఆ

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ϑΝογϣϯνΣοΫΞϓϦͷධ൑ Copyright © ZOZO Technologies, Inc. All Right Reserved. wࣾ಺֎Ͱମݧͯ͠໯͍໘ന͍ͱ͍͏ײ૝͕ଟ͍ w࠾఺݁Ռʹ͍ͭͯ͸ධ൑͕ྑ͘ͳ͍ wϓϩτλΠϓͱͯ͠͸੒ޭ

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Copyright © ZOZO Technologies, Inc. All Right Reserved. γεςϜߏ੒

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γεςϜߏ੒ Copyright © ZOZO Technologies, Inc. All Right Reserved. wΞϓϦຊମ w'MVUUFS wαʔόαΠυ w'JSFCBTF .-,JU $MPVE'JSFTUPSF w($1 $MPVE7JTJPO"1*

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γεςϜߏ੒ Copyright © ZOZO Technologies, Inc. All Right Reserved.

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γεςϜߏ੒.-,JUͷ࢖༻ Copyright © ZOZO Technologies, Inc. All Right Reserved.

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.-,JUͷ࢖༻ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUͷ௨Γͷ࢖͍ํ w#BTF"1* wΧελϜϞσϧ wಠࣗʹ࡞੒ͨ͠ϞσϧΛ࢖༻

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.-,JUͷ࢖༻ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUͷ௨Γͷ࢖͍ํ w#BTF"1* wΧελϜϞσϧ wಠࣗʹ࡞੒ͨ͠ϞσϧΛ࢖༻

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.-,JUͷ࢖༻#BTF"1* Copyright © ZOZO Technologies, Inc. All Right Reserved. wҰൠతͳϢʔεέʔεʹରԠ wςΩετೝࣝ wإݕग़ wόʔίʔυεΩϟϯ wϥϕϧ෇͚ wϥϯυϚʔΫೝࣝ

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.-,JUͷ࢖༻ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUͷ௨Γͷ࢖͍ํ w#BTF"1* wΧελϜϞσϧ wಠࣗʹ࡞੒ͨ͠ϞσϧΛ࢖༻

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.-,JUͷ࢖༻ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUͷ௨Γͷ࢖͍ํ w#BTF"1* wΧελϜϞσϧ wಠࣗʹ࡞੒ͨ͠ϞσϧΛ࢖༻

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.-,JUͷ࢖༻ΧελϜϞσϧ Copyright © ZOZO Technologies, Inc. All Right Reserved. wϢʔεέʔεʹແ͍৔߹ wಠࣗʹ࡞੒ͨ͠ϞσϧΛ࢖༻Մೳ w5FOTPS'MPXͰϞσϧΛ࡞੒͠5FOTPS'MPX-JUFʹม׵ wΧελϜϞσϧͱͯ͠࢖༻ wϑΝογϣϯνΣοΫΞϓϦͰ͸ΧελϜϞσϧΛ࢖༻

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Ϟσϧͷ࡞੒ Copyright © ZOZO Technologies, Inc. All Right Reserved. w8&"3ʹ౤ߘ͞ΕͨίʔσΟωʔτը૾ͱ͍͍Ͷ਺Λ࢖༻ w5FOTPS'MPXΛ࢖༻͠ਂ૚ֶशʹΑΔճؼϞσϧΛ࡞੒ wೖྗ͞Εͨը૾͔Β͍͍Ͷ਺Λਪ࿦

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.-,JUͷ࢖༻ΧελϜϞσϧ Copyright © ZOZO Technologies, Inc. All Right Reserved. wֶशࡁΈϞσϧΛ'JSFCBTFʹΞοϓϩʔυ͠ϗετ w'JSFCBTF4%,͕Ϟσϧͷμ΢ϯϩʔυΛϋϯυϦϯά w.-,JU͕ΧελϜϞσϧͷ"1*ϨΠϠͱͯ͠ػೳ wΞϓϦ͔Βͷ࣮ߦ͕༰қ

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.-,JUͷ࢖༻ΧελϜϞσϧ Copyright © ZOZO Technologies, Inc. All Right Reserved. w'MVUUFS͔Βͷ࢖༻ํ๏ʹ͍ͭͯฐࣾϒϩάʹ·ͱΊ͍ͯ·͢ wIUUQTUFDICMPH[P[PDPNFOUSZ

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γεςϜߏ੒ Copyright © ZOZO Technologies, Inc. All Right Reserved.

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γεςϜߏ੒࠾఺ͷ࢓૊Έ Copyright © ZOZO Technologies, Inc. All Right Reserved.

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࠾఺ͷ࢓૊Έ Copyright © ZOZO Technologies, Inc. All Right Reserved. w.-,JUʹΑΔਪ࿦$MPVE7JTJPO"1* w.-,JUʹΑΔਪ࿦্͕ख͘ಈ͔ͳ͍৔߹Λ૝ఆ w$MPVE7JTJPO"1*ʹΑΔิਖ਼ wಛఆͷ݁ՌͰՃ఺͢Δ࢓૊ΈΛ४උ wϩάӾཡͱՃ఺ͷॏΈΛมߋ͢ΔΞϓϦΛผʹ༻ҙ͠౰೔ӡ༻

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Copyright © ZOZO Technologies, Inc. All Right Reserved. .-,JUΧελϞσϧΛ࢖༻͢ΔϝϦοτ

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.-,JUΧελϞσϧΛ࢖༻͢ΔϝϦοτ Copyright © ZOZO Technologies, Inc. All Right Reserved. wαʔόαΠυͷ࣮૷͕ෆཁ wϞσϧͷϗεςΟϯάͱ഑৴Λ(PPHMF͕࣮ߦ wϞσϧΛΞϓϦͷ։ൃαΠΫϧͱಠཱͯ͠ߋ৽

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.-,JUΧελϞσϧΛ࢖༻͢ΔϝϦοτ Copyright © ZOZO Technologies, Inc. All Right Reserved. wαʔόαΠυͷ࣮૷͕ෆཁ wϞσϧͷϗεςΟϯάͱ഑৴Λ(PPHMF͕࣮ߦ wϞσϧΛΞϓϦͷ։ൃαΠΫϧͱಠཱͯ͠ߋ৽ wJ04ɺ"OESPJEʹରԠ

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Copyright © ZOZO Technologies, Inc. All Right Reserved.

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.-,JUΧελϞσϧΛ࢖༻͢ΔϝϦοτ Copyright © ZOZO Technologies, Inc. All Right Reserved. wαʔόαΠυͷ࣮૷͕ෆཁ wϞσϧͷϗεςΟϯάͱ഑৴Λ(PPHMF͕࣮ߦ wϞσϧΛΞϓϦͷ։ൃαΠΫϧͱಠཱͯ͠ߋ৽ wJ04ɺ"OESPJEʹରԠ wΦϯσόΠεਪ࿦Λαϙʔτ

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5FOTPS'MPX-JUFGPSNPCJMFEFWFMPQFST Copyright © ZOZO Technologies, Inc. All Right Reserved. https://youtu.be/ByJnpbDd-zc

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ΦϯσόΠεਪ࿦Λαϙʔτ Copyright © ZOZO Technologies, Inc. All Right Reserved. w8IZPOEFWJDF.- w-PXFSMBUFODZ OPTFSWFSDBMMT w8PSLTPGGMJOF w%BUBTUBZTPOEFWJDF w1PXFSFGGJDJFOU w"MMTFOTPSEBUBBDDFTTJCMFPOEFWJDF

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ΦϯσόΠεਪ࿦Λαϙʔτ Copyright © ZOZO Technologies, Inc. All Right Reserved. w5FOTPS'MPX-JUFʹΑΔϞόΠϧ޲͚ʹ࠷దԽ͞ΕͨϞσϧ wϞόΠϧ୺຤্Ͱਪ࿦Λ௚઀࣮ߦ wΞϓϦͱͯ͠ΑΓྑ͍ମݧΛఏڙͰ͖ΔՄೳੑ

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Copyright © ZOZO Technologies, Inc. All Right Reserved. ػցֶशΛΞϓϦ։ൃʹ׆༻͢ΔϝϦοτ

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ػցֶशΛΞϓϦ։ൃʹ׆༻͢ΔϝϦοτ Copyright © ZOZO Technologies, Inc. All Right Reserved. wΦϯσόΠεͰͷਪ࿦͸ڧྗ w࣮ݱɺ։ൃग़དྷΔΞϓϦͷ෯͕޿͕Δ w.-,JU͸ΞϓϦʹػցֶशΛ༻͍ͨॲཧΛ؆୯ʹ૊ΈࠐΊΔ w͞ΒͳΔΞοϓσʔτָ͕͠Έ wΦϯσόΠεͰͷֶश͸αϙʔτ͞ΕΔ͔ʁ w*0ͰԿ͔ൃද͕͋Δʁ

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ػցֶशΛΞϓϦ։ൃʹ׆༻͢ΔϝϦοτ Copyright © ZOZO Technologies, Inc. All Right Reserved. wػցֶशΛ׆༻͢ΔͨΊʹ͸ػցֶशͷษڧ͕ඞཁ wػցֶशΤϯδχΞɺݚڀऀͱͷڞಉ࡞ۀͷԁ׈Խ͕ݟࠐΊΔ wษڧ͢Δ؀ڥ͸੔͍ͬͯΔ w6EBDJUZͷίʔε͸͓͢͢Ί wʮ*OUSPUP5FOTPS'MPXGPS%FFQ-FBSOJOHʯ w.-,JUʹ͍ͭͯͷղઆ΋༧ఆ͞Ε͍ͯΔ

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Copyright © ZOZO Technologies, Inc. All Right Reserved. ͋Γ͕ͱ͏͍͟͝·ͨ͠