Developers.IO CAFE これまでとこれから

by Satoshi7

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%FWFMPQFST*0$"'& ͷ͜Ε·Ͱͱ͜Ε͔Β ୅දऔక໾ɹԣా૱ ʔސ٬ମݧ΁ͷϑΥʔΧε͔Βߟ͑Δٕज़બ୒ʔ #cmdevio

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ࣗݾ঺հ ԣా૱ ೥ɹ౦ژ౎Ҵ৓ࢢग़਎தߴେόυϛϯτϯ෦ ೥ɹ!Ոిྔൢళһళһҭ੒ ೥ɹ!ֶੜϕϯνϟʔतۀิॿ ೥ɹ!ΤϯδχΞҭ੒৽ଔݚम ೥ɹΫϥεϝιουɹઃཱʢࡀʣ ೥ɹप೥ ιʔγϟϧ 'BDFCPPLTBUPTIJɺ5XJUUFS!TBUP@TIJ

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ձࣾ֓ཁ Ϋϥεϝιουגࣜձࣾ اۀͷσδλϧԽࢧԉɿΫϥ΢υԽɺސ٬ମݧɺσʔλ෼ੳ ւ֎ݱ஍๏ਓɿυΠπɺΧφμɺؖࠃɺΠϯυ ɹɹɹɹɹɹʢλΠɺΠϯυωγΞɺ୆࿷ɺ߳ߓɺਂηϯʣɹɹ ࠃ಺ڌ఺ɿ౦ژʢळ༿ݪɺؠຊொʣɺେࡕʢංޙڮʣɺ ɹɹɹɹɹࡳຈɺ෱Ԭɺ্ӽɺԬࢁɺಹ೼ɺʢ໊ݹ԰ɺ௕Ԭʣ ֓گɿ೥঎ԯԁɺάϧʔϓਓɺࢿຊۚԯԁɺඇ্৔

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ΫϥεϝιουͷओͳϏδωε͸ɺɺɺ ໿1500ࣾͷ ΞΫςΟϒސ٬

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0 20 40 60 80 100 120 140 04 05 06 07 08 09 10 11 12 13 14 15 16 17 18 ۀ຿γεςϜ։ൃͷ10೥ؒ Ϋϥ΢υ׆༻ͷ10೥ؒ (ച্:ԯԁ/੢ྐྵ)

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ΫϥεϝιουͷΧϧνϟʔ ɾϦʔμʔγοϓ ɾύʔτφʔγοϓ ɾμΠόʔγςΟ ɾϓϩϑΣογϣφϧ ɾײँ ɾސ٬ࢹ఺ ɾϑΟʔυόοΫ ɾ৘ใൃ৴ ɾ΍ͬͯΈΔ ɾָ͠Ή

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࠷ۙͷྲྀΕ ࣄۀձࣾ ITاۀ

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࠷ۙͷྲྀΕ ࣄۀձࣾ ITاۀ

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"NB[POͷจԽΛϋοΫͤΑʢݸਓతͳཧղʣ ص্ͰऴΘΒͤͳ͍ධ࿦͚ͩ͠ͳ͍ ੒ޭΛอূ͠ͳ͍େ୾ʹ௅ઓ͢Δ ଟ਺ͷ࣮ݧͱࣦഊ͔Βଟ͘ΛֶͿ ࣦഊͷίετΛ࠷খԽ͢Δ ར༻ऀʹ࢖ͬͯ΋Β͍ϑΟʔυόοΫΛ൓ө ֶशࡁΈϞσϧͱ༏Εͨιϑτ͕࢒Δ ্هΛߴ଎ʹ܁Γฦ͢

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"NB[PO(PମݧπΞʔاըʢ༗ࢤ໊Ͱ౉ถʣ 2018೥5݄த०

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ళฮମݧʹিܸΛड͚Δʢී௨ͷίϯϏχͳͷʹʣ

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ϋʔυͱιϑτʹڵຯ௡ʑʢԿ΍͍ͬͯΔ͔෼͔ΒΜʣ

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εϚϗͰQRΛ͔ͯ͟͠ೖళɺ͍ͭͰ΋ཤྺΛ֬ೝ

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Ͳ͏΍͍ͬͯΔΜͩΖ͏ʁʁʁ إʁ खʁ ମʁ ଍ʁ ॏ͞ʁ Թ౓ʁ ޫ೾ʁ Ի೾ʁ ੠ʁ ڑ཭ʁ

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ࢀՃϝϯόʔ ԣా ࣾ಺ͷ༗ࢤ໊̔ ʢશһ݉຿ʣ ΍ͬͯΈΑʔ ָͦ͠͏͚ͩͲ࢓ࣄ๩͍͠

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εέδϡʔϧئ๬ 2018/07 2018/05 2018/06 "NB[PO(P ʹײಈ ϝϯόʔ ΞαΠϯ ల͍ࣔͨ͠ʂ

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ϓϩδΣΫτXελʔτ

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Πϯϓοτ৘ใ 1ͭͷໝ૝ಈը 1ຕͷໝ૝ਤ

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ཁ݅ఆٛ෩ʹԋͯ͡·͢

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ཁ݅ఆٛ෩ͷϙϯνֆ

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ຊ೔ͷॏཁϙΠϯτ̍ ٕज़΍ػೳΑΓ΋ઌʹମݧΛઃܭ͢Δ͜ͱ

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ٕज़ݕূ

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Amazon Rekognition Video ΦϒδΣΫτݕग़ γʔϯͷਪఆ ϦΞϧλΠϜإೝࣝ ਓ෺ͷ௥੻

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ਓ෺௥੻΍ͬͯΈͨ

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Amazon SageMaker ֶशɿDeep Learning AMI ਪ࿦ɿAPI Endpoint ։ൃɿJupiter Notebook

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ը૾෼ྨʢImageClassﬁcationʣ ºຕ ŠƀŰ99% śŬŝƄžŦƄū ΤϯυϙΠϯτ

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͓ʹ͗Γը૾ͷ෼ྨ Result:label -onigiri, orobability - 0.9999744

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AWS IoT Core ػثͷϞχλϦϯά σʔλ࿈ܞͷήʔτ΢ΣΠ ԕ੍ִޚ ೝূͱೝՄ ϚϧνϓϩτίϧʢMQTT౳ʣ ϧʔϧΤϯδϯ SDKఏڙ

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3D LiDAR ToFηϯαʔ ੺֎ઢͷ൓ࣹ͔Βڑ཭ΛଌΔ ٕज़ࣗಈӡసंʹΑ͘ ౥ࡌ͞Ε͍ͯΔ஫໨ͷٕज़

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3D LiDAR ToFηϯαʔ

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શମͷγεςϜΞʔΩςΫνϟʔͷԾઆ

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ϋʔυ΢ΣΞʢϚΠίϯ΍ॏྔηϯαʔʣ ESP32 ͻͣΈηϯαʔ ϩʔυηϧ

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ळ݄ిؾͰେྔʹߪೖ

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໦Λ࡟ͬͯωδཹΊ͢Δ

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ઌੜͷࢦಋʹԊͬͯ૊ΈཱͯΔ

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ϓϩτλΠϓ׬੒ʢॏྔมԽͷݕ஌ͱΫϥ΢υ࿈ܞʣ

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ͩΜͩΜָ͘͠ͳ͖ͬͯͨ

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ΫϨδοτΧʔυܾࡁػೳΛ෇͚ͯΈͨ ϞόΠϧʹStripe૊ΈࠐΈ

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IoT௨৴ʹιϥίϜ࢖ͬͯΈͨ

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RekognitionͰإೝࣝͯ͠ೖళ

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ࠎ֨ݕ஌ͯ͠ख৳͹͠Λ೺Ѳ

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Կ౓΋࡞Γ௚͢….

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෦԰ΛआΓͯ։ൃʹूத

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ػࡐͷߪೖ

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ͩΜͩΜຊ֨తʹ

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ͦͯ̏͠िؒޙ….

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͍ͭʹ׬੒ ʢγʔζϯ̍ʣ

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͸͡Ίͯશ͕ͯܨ͕ͬͨͱ͖ͷө૾

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ຊՈʹͦͬ͘Γ

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Ի੠ૢ࡞ʹ΋ରԠ͠·ͨ͠ Amazon Connect

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খചͷษڧձͰͷ͓൸࿐໨ɺཌिʹ೔ܦMJܝࡌ

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ΑΓྑ͍ମݧͷͨΊʹ γʔζϯ̎࢝ಈ

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ࢀՃϝϯόʔ ԣా ΄΅શһަ୅ ࣾ಺ͷ༗ࢤ໊̔ʢશһ݉຿ʣ ΍ͬͯΈΑʔ

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εέδϡʔϧئ๬ 2018/10 2018/08 2018/09 શһղࢄʂ ৽ϝϯόʔ ΞαΠϯ ల͍ࣔͨ͠ʂ

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ٕज़ݕূ

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AWS Step FunctionsʹΑΔঢ়ଶ؅ཧ શͯͷηϯαʔ͸ಠཱಈ࡞ εςʔτϚγϯΛ׆༻ͯ͠ ϩδοΫ͕γϯϓϧʹ

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Amazon SageMaker ΦϒδΣΫτݕग़ͷϞσϧ࡞੒

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Amazon GreengrassʹΑΔΤοδίϯϐϡʔςΟϯά 4BHF.BLFSͰ࡞੒͞ΕֶͨशϞσϧΛΤοδଆ+FUTPO಺ͷ (SFFOHSBTTʹσϓϩΠ

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ΤοδGPUͰαΫαΫಈ͔͢

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ଌڑηϯαʔΛϚΠίϯͱͭͳ͛Δ

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100ԁγϣοϓͰ݁ଋόϯυ΍૊ΈཱͯϥοΫΛௐୡ

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ෳ਺ηϯαʔʹΑΔڠௐಈ࡞ͷ֬ೝʢLEDͰࢮ׆֬ೝʣ

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ੜ࢈ମ੍Λ੔͑Δ

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େྔʹύʔπΛߪೖ

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͸Μͩͯ͝

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ΦγϩείʔϓͱςελʔʢిѹνΣοΫʣ

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໦Λ੾ΔɺωδཹΊ͢Δɺ૊ΈཱͯΔ

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܁Γฦ͠ମݧͷςετ

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ಈ࡞ϞχλϦϯά༻ͷWebΞϓϦ։ൃ

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͍ͭʹ׬੒ ʢγʔζϯ̎ʣ

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՝୊

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՝୊ ख૊ΈʹΑΔյΕ΍͢͞ ωοτϫʔΫͷ઀ଓੑ ΑΓਫ਼౓ͷߴ͍ਪఆ

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2018೥10݄ ΑΓྑ͍ମݧͷͨΊʹ γʔζϯ̏࢝ಈ

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ࢀՃϝϯόʔ ԣా ൒෼͙Β͍ަ୅ͷ༗ࢤ໊̔ ʢҰ෦ઐ೚ʂʣ ΍ͬͯΈΑʔ

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εέδϡʔϧئ๬ 2018/12 2018/10 2018/11 શһղࢄʂ ৽ϝϯόʔ ΞαΠϯ ࣮ళฮͰ ࢼ͍ͨ͠ʂ

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ٕज़ݕূ

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ج൫ͷݻఆ

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ಈମݕ஌̍ʢ࿹ͱ޲͖ͷݕ஌ʣ

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ԣాdeGoͷγʔζϯX࢝ಈ ळ༿ݪൃ ϨδϨε ΩϟογϡϨε ΢ΥʔΫεϧʔ ϞόΠϧΦʔμʔ ΧϑΣซઃ ࣾһ৯ಊ ళฮΦʔϓϯ༧ఆ εϙϯαʔଟ਺

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ίϯηϓτΛ࣮ݱ͢ΔళฮΛݟ͚ͭΔ ळ༿ݪΦϑΟεपลͷҿ৯ళ΍෺ൢళ 100݅Ҏ্֬ೝͯ͠10݅ఔ౓Λ಺ݟ ډൈ͖෺݅ɺܖ໿ॻ৚݅ ࣮ݧళฮͱͯ͠ӦۀͰ͖Δͷ͔Ͳ͏͔Φʔφʔަব 2018೥12݄1೔ʹܖ໿క݁׬ྃ

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ళฮΦϖϨʔγϣϯఆٛ෩ಈը

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ࣾ಺ͷεʔύʔΫϦΤΠλʔ͕ෳ਺໊ΞαΠϯ͞ΕΔ ސ٬޲͚ΞϓϦ։ൃʢiOSɺAndroidʣ ελοϑ޲͚Φʔμʔ؅ཧΞϓϦʢiPadʣ σδλϧαΠωʔδʢiPod Touchʣ ܧଓతσϦόϦʔ؀ڥʢCI/CDɺDev/Stg/Prdʣ ϩΰ΍άοπͷσβΠϯʢϒϥϯυϩΰʣ ࣾ಺ʹςετ഑৴ʢTest Flight౳ʣ

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1ϲ݄ؒͰશ෦࡞Γ্͛ΔͨΊʹ ඪ४Խ΍ਖ਼نԽΑΓ΋ސ٬ମݧΛॏࢹ ͓࢕͍ΛཱͯΔΫϥΠΞϯτ͸ډͳ͍ ࣮ݱ͍ͨ͠ମݧ͔Β֤ࣗٞ࿦ͯ͠࢓༷ʹམͱ͢ ֤ࣗউखʹΦϯϥΠϯMTGɺཌ೔ʹ͸ಈ࡞֬ೝ ࣾ಺ϦϦʔεͯ͠શһͰςετΛ܁Γฦ͢ ؂ࢹγεςϜ΍ಈ࡞νΣοΫπʔϧΛࣗ࡞

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Developers.IO CAFE 2019೥2݄12೔ళฮΛΦʔϓϯ

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Developers.IO CAFEͷ ຊ൪Πϯϑϥඅ༻ ஌Γ͍ͨͰ͢ΑͶʁ

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1೔3υϧ/ళ

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Ϋϥ΢υ ωΠςΟϒ

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ຊ೔ͷॏཁϙΠϯτ̏ ߴ଎ʹվળΛ܁Γฦ͢͜ͱ

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શһ͕ళฮʹू·༷ͬͯʑͳҙݟΛ൓өͤ͞Δ ΤϯδχΞ ͓٬༷ ళฮελοϑ ళฮ ݱ৔ͷ੠Λ൓ө

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2019೥5݄ ଟ͘ͷํʹ࢖ͬͯ௖ͨ͘Ίʹ γʔζϯ̐࢝ಈ

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εέδϡʔϧئ๬ 2019/07 2019/05 2019/06 ιϑτͷ ԣల։ ϋʔυͷ ԣల։ ϓϥοτ ϑΥʔϜԽ

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ख࡞Γ͔Βੜ࢈ҕୗͯ͠ྔ࢈΁

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ϓϦϯτج൘ͷઃܭͱࢼ࡞

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ਓ෺ͷಈ͖ͷݕ஌ΛϦΞϧλΠϜʹ

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ೖ৔ήʔτͷ੍࡞

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ϓϩδΣΫτʮԣాdeGoʯͷ1೥ؒ ೥݄ɹ"NB[PO(P!γΞτϧʹײಈ ɹɹɹ݄ɹࣾ಺༗ࢤͰϓϩτλΠϓ࡞੒ʢ4FBTPOʣ ɹɹɹ݄ɹখചۀքؔ܎ऀ޲͚ʹൃද ɹɹɹ݄ɹࣗࣾΠϕϯτͰൃදʢ4FBTPOʣ ɹɹɹ݄ɹ࣮ళฮͷܖ໿ ೥݄ɹΞϓϦ։ൃͱళฮ։ൃ ɹɹɹ݄ɹ߸ళΦʔϓϯʮ%FWFMPQFST*0$"'&ʯʢ4FBTPOʣ ɹɹɹ݄ɹຖिػೳ௥Ճɺຖिମݧͷվળ ɹɹɹ݄ɹιϑτ໘ͷϓϥοτϑΥʔϜԽ։࢝ʢ4FBTPOʣ ɹɹɹ݄ɹϋʔυ໘ͷϓϥοτϑΥʔϜԽ։࢝ ߴ଎վળ αΠΫϧ

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ηΩϡϦςΟ͸جຊΛԡ͓͑ͯ͘͞ ɾύεϫʔυϨεʢϢʔβʔʹΑΔઃఆෆཁʣ ɾ4.4ʹΑΔ୺຤ೝূ ɹʢεϚϗࣗମͷར༻ʹࢦ໲΍إೝূΛઃఆ͍ͯ͠Δ͜ͱ͕ଟ͍ʣ ɾւ֎͔ΒͷΞΫηεΛϒϩοΫʢ(FPϑΟϧλʣ ɾ΢ΣϒΞϓϦέʔγϣϯϑΝΠΞ΢Υʔϧʢ8"'ʣ ɾΫϨδοτΧʔυ৘ใͷඇอ࣋ʢ1$*%44ࣄۀऀʹҕୗʣ ɾΫϨδοτΧʔυͷෆਖ਼ར༻Λ๷ࢭʢػցֶशʣ ɾళฮͷػثʹ͸ূ໌ॻ෇༩ ɾళฮͷωοτϫʔΫճઢࣗମΛϓϥΠϕʔτԽʢۙ೔ରԠ༧ఆʣ ɾֹۚར༻ͷ্ݶઃఆʢ೔ສԁ౳ʣ

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2019೥7݄ Ұൠͷํʹ࢖ͬͯ௖͘ػձΛ γʔζϯ̑࢝ಈ

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εέδϡʔϧئ๬ 2019/09 2019/07 2019/08 ϒϥ΢β ରԠ ؅ཧ ιϑτ αʔϏε؅ཧͷ লྗԽ

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ࣄۀձࣾͱͷίϥϘϨʔγϣϯ͕࢝·͍ͬͯ·͢ ত࿨ঁࢠେʴμΠΤʔͱͷίϥϘళฮ

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ࣄۀձࣾͱͷίϥϘϨʔγϣϯ͕࢝·͍ͬͯ·͢ ࡾඛ৯඼ μΠϠϞϯυϑΣΞͱͷ ίϥϘళฮ

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ҿ৯ళͱͯ͠ͷϝχϡʔ։ൃ

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͓٬༷ϑΟʔυόοΫ ɾωΠςΟϒΞϓϦͱ8ΞϓϦ ɾήʔτແ͠ͱήʔτ͋Γ ɾطଘ*%ͱ৽ن*% ɾళ֎஫จͱళ಺஫จ ɾ৯඼ͱඇ৯඼ ɾ࣋ͪؼΓͱΠʔτΠϯ ɾΫϨΧͱిࢠϚωʔ ɾࣗಈܾࡁͱηϧϑܾࡁ ɾߴ଎൓ԠαΠωʔδ ɾ౎ձͱాࣷ ɾίϯϏχͱΧϑΣ ɾॳճͱ̎ճ໨ ɾ౤ࢿͱճऩ

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2019೥10݄ ߋʹྑ͍ސ٬ମݧͷͨΊʹ࡞ΓࠐΉ γʔζϯ̒࢝ಈ

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؅ཧγεςϜͷॆ࣮

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ෳ਺໊ಉ࣌ೖళʹରԠ͢ΔϩδοΫ։ൃ ͍ͭ୭͕ԿॲͰͲͷ঎඼Λ ͍ͭ͘औͬͨͷ͔ʁ

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%ۭؒʹϓϩοτʢεςϨΦΧϝϥʣ

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ϓϦϯτج൘ͷઃܭʢੈ୅໨ʣͱੜ࢈Ϟʔυ

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ೖళήʔτʢೝূ࿈ಈͷϑϥούʔήʔτʣͷ։ൃ

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ަ௨ܥిࢠϚωʔϦʔμʔͷ૊ΈࠐΈ

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৽ܕॏྔηϯαʔ ັͤΔϨΠΞ΢τ ʹରԠ͢Δηϯαʔ ϨΠΞ΢τͷ ؅ཧγεςϜ

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։ൃϧʔϜͷళฮԽ ઐ༻ॄث։ൃத

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ίϯςφϞδϡʔϧରԠͷϦϑΝϨϯεళฮ࣮૷

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΋͏͙͢Φʔϓϯʢ೥݄༧ఆʣ

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ϓϩδΣΫτʮԣాdeGoʯͷ2೥໨ελʔτ ελʔτ ೥݄ɹࡾඛ৯඼μΠϠϞϯυϑΣΞɺμΠΤʔˍত࿨ঁࢠେ ɹɹɹ݄ɹɹίϯςφରԠʢ4FBTPOʣ ɹɹɹ݄ɹɹϒϥ΢βରԠ ɹɹɹ݄ɹೖୀ৔ήʔτରԠʢ4FBTPOʣ ɹɹɹ݄ɹిࢠϚωʔʢ4VJDBʣରԠ ɹɹɹ݄ɹෳ਺໊ಉ࣌ར༻Ͱͷਫ਼౓վળ ೥݄ɹిࢠϚωʔʢ7*4"λονʣʢ4FBTPOʣɹ ɹɹɹ݄ɹɹ৽ܕηϯαʔ ɹɹɹ݄ɹɹө૾"*ղੳ ɹɹɹ݄ɹɹˎˎˎˎˎʢ4FBTPOʣ ɹɹɹ݄ɹɹˎˎˎˎˎ ɹɹɹ݄ɹɹˎˎˎˎˎ ߴ଎վળ αΠΫϧ

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ࣄۀձࣾͳͷ͔ʁITاۀͳͷ͔ʁ΋͏ڥք͸ແ͍ ϋʔυ։ൃ ళฮӡӦ ւ֎ల։ ϓϦϯτج൘ 5IJOL#JH

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"NB[PO(P͸ٕज़ΑΓ΋ମݧ͕εΰ͔ͬͨ ํ਑ɿ"NB[POʹͳͬͨͭ΋ΓͰߟ͑Δ खஈɿ ɹɾମݧΛߟ͑Δʢ%FTJHO5IJOLJOHʣ ɹɹɹʼ&YQFSJFODF'JSTUಈըͰཁ݅ఆٛ ɹɾจԽΛߟ͑Δʢ0VS-FBEFSTIJQ1SJODJQMFTʣ ɹɹɹʼ'BTU*NQSPWFNFOU$ZDMFߴ଎վળαΠΫϧɻ׬੒͸ແ͍ɻ ɹɹɹʼ$VTUPNFS'FFECBDL࣮ళฮͰͷຊ෺ͷ͓٬༷ͷ੠Λॏࢹ͢Δɻ ɹɹɹʼ5IJOL#JH 'BJM'JSTUΑΓେ͖͘ԕ͘Λݟͯɺࠓࣦഊ͢Δɻ ɹɾٕज़Λߟ͑ΔʢXJUI"84ʣ ɹɹɹʼ%JHJUBM5XJOϦΞϧ৘ใΛωοτʹɺωοτػೳΛϦΞϧʹɻ ຊ࣭తͳ՝୊ʹ ϑΥʔΧε͢Δ

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ະདྷͮ͘ΓΤϯδϯʹͳΖ͏

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ޙ೔ஊ

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Amazon re:MARSʹͯ Amazon Goͷߏ੒ਤ͕ ެ։͞Ε·ͨ͠ʂ

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Amazon Go “Very Simple” Architecture ࢀরݩɿhttps://www.youtube.com/watch?v=jthXoS51hHA

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"NB[PO(PͰ࢖ΘΕ͍ͯΔٕज़ https://towardsdatascience.com/how-the-amazon-go-store-works-a-deep-dive-3fde9d9939e9