「すべては、猫様のために。」Catlog®（キャトログ）の猫様のための猫様によるプロダクト開発

パート1：株式会RABOおよびCatlogについて
パート2：バックエンドエンジニャより「Catlogのしくみ」
パート3：MLエンジニャより「今さら聞けない猫様の加速度」

Transcript

1. ͉ ೣͷੜ׆ΛςΫϊϩδʔͰݟकΔɻ RABO, Inc. President & CEO Yukiko Iyo
2. ͢΂ͯ ͸ ɺೣ ༷ ͷ ͨ Ίʹ ɻ 2
3. ʮੈքதͷೣͱࣂ͍ओ͕ඵͰ΋௕͘Ұॹʹ͍ΒΕΔΑ͏ʹ
   ೣͷੜ׆ΛςΫϊϩδʔͰݟकΔɻ ʯ Catlog® ʢΩϟτϩάʣ 3
4. 4 Ͳ ͏ ͔ ɺ ͜ ͷ ࢠʢ ೣ ʣͱ
   Ұ ඵ Ͱ ΋ ௕ ͘
   Ұ ॹ ʹ ͍ Β Ε · ͢ Α ͏ ʹ ɻ
5. 5 ՝୊ Problem
6. 1% 11% 7% 7% 14% 25% 36% ຖ೔ िʹ5ʙ6೔ िʹ3ʙ4೔ िʹ1ʙ2೔ ݄ʹ਺ճ ཹक൪͍ͤͯ͞ͳ͍ Θ͔Βͳ͍ ˞ฐ࣮ࣾࢪ
   Ξϯέʔτௐࠪ ཹक൪͕ଟ͘ɺ৺഑ͰޙΖΊ͍ͨࣂ͍ओ िʹ೔Ҏ্ཹक൪
   81% 6
7. ˞ฐ࣮ࣾࢪ
   Ξϯέʔτௐࠪ 0% 15% 30% 45% 60% ݟकΓ༻ͷ8&#Χϝϥ ࣗಈڅӤث ༑ਓ΍Ո଒ʹ༬͚Δ ϖοτϗςϧʹ༬͚Δ ΩϟοτγολʔΛར༻ ೣΛέʔδʹೖΕΔ ͳʹ΋Ͱ͖͍ͯͳ͍ ͦͷଞ 1% 57% 13% 13% 9% 12% 20% 16% ͔͠͠ରࡦ͸Ͱ͖͍ͯͳ͍ɻ ཹक൪ରࡦͳʹ΋Ͱ͖͍ͯͳ͍
   57% 7
8. 8 ϖοτΧϝϥͰͷݟकΓ͸ෆे෼ ΧϝϥΛઃஔͯ͠΋ࢮ͕֯ଟ͍
   ਎ମͷҟৗݕ஌ػೳ͸ͳ͍ ࡾํ޲ʹઃஔͨ͠ϖοτΧϝϥͰɺಉ࣌ࠁʹՈͷதΛ֬ೝ༷ͨ͠ࢠ
9. 9 ؍Δ͜ͱͷͰ͖ͳ͍ ʮೣ༷ͷ࣌ؒʯ͸͔ͳΓଟ͍
10. 10 ؍ ࡯ Ͱ ͖ ͳ ͍ ಈ ෺ ͷ ߦ ಈ Λ ؍ Δ Պ ֶ
11. όΠΦϩΪϯάαΠΤϯε
12. ౦ژւ༸େֶେֶӃത࢜લظ՝ఔଔۀɻ
    ౦ژେֶେؾւ༸ݚڀॴ
    ࠤ౻ࠀจڭतͷ΋ͱɺϖϯΪϯ΍ΦΦϛζφΪυϦʹখܕηϯαʔΛ͚ͭߦಈੜ ଶΛௐࠪ͢ΔόΠΦϩΪϯάݚڀʹैࣄɻ େֶӃमྃޙɺגࣜձࣾϦΫϧʔτʹ৽ଔೖࣾɻ
    ͓΋ʹɺΠϯλʔωοταʔϏεͷاը΍ϓϩμΫτͷઃܭɺ৽نࣄۀ։ൃʹैࣄɻαʔϏεઓཱུҊɺ ػೳઃܭɺ6*69ݕ౼ͳͲҰ࿈ͷαʔϏεϓϩσϡʔεΛ຿ΊɺϦΫϧʔτάϧʔϓͷશࣾΠϊϕʔγϣϯ ৆Λड৆ɻ
    ϦΫϧʔτୀࣾޙɺࣾελʔτΞοϓاۀͰϓϩμΫτϚωʔδϟʔΛۈΊɺ೥݄೔ͷೣ༷ͷ ೔ʹגࣜձࣾ3"#0Λ૑ۀɻ ೣ༷Λ೥Ҏ্ࣂҭ͠ɺݱࡏ͸ࡀͷγϣʔτϔΞιϚϦˁͷϒϦؙͱࡀͷϕϯΨϧˁ͓ͰΜΛࣂҭதɻ
    Ұൠࣾஂ๏ਓ೔ຊϖοτٕೳݕఆڠձೝఆΩϟοτέΞεϖγϟϦετʗΩϟοτγολʔࢿ֨ॴ༗ɻ ΩϟοτεϖγϟϦετ 3. ϓϩμΫτ։ൃɾ৽نࣄۀ։ൃ 2. ಈ෺ߦಈֶʢόΠΦϩΪϯάʣ 1. President&CEO Yukiko Iyo CCO(Cheif Cat Officer) ϒϦؙ όΠΦϩΪϯάʷϓϩμΫτʷೣ
13. 13 ੡඼ Product
14. 14 ӡಈྔɺਭ຾ɺҿ৯ͳͲೣ༷ͷҰੜͷߦಈ σʔλΛऔಘ͠·͢ɻिʗ݄ʗ೥ͰਪҠΛ ֬ೝ͠ɺมԽ΍ҟมΛݕ஌͠·͢ɻ ߦಈύλʔϯΛ࣌ؒܭଌ ΞϓϦͰݟकΓ ઐ༻ΞϓϦ͔Βɺೣͷ༷ࢠ΍ࣨԹΛ֬ೝͰ ͖·͢ɻࣨԹ͕౓Λ௒͑ΔͱΞϥʔτ͠ ·͢ɻՈ଒΍्ҩࢣͱΞϓϦͷΞΧ΢ϯτ ΛγΣΞ͢Δ͜ͱͰɺΈΜͳͰݟकΕΔੈ քΛ໨ࢦ͍ͯ͠·͢ɻ ଟ಄ࣂ͍ʹ΋ରԠ ෳ਺ͷೣΛࣂ͍ͬͯΔ৔߹΋ɺͦΕͧΕͷ ೣ͕ಉ࣌ؒ͡ଳʹͲΜͳߦಈΛ͍͔ͯͨ͠ Λɺ̍ͭͷΞϓϦͰ؅ཧͰ͖·͢ɻ όΠΦϩΪϯάղੳٕज़Λೣ༷σʔλʹԠ༻ɺػցֶशͰղੳɾ෼ྨ
15. Pendant ೣ༷ͷ༷ࢠΛ֎ग़ઌ͔ΒͰ΋εϚϗͰνΣοΫ Ճ଎౓ηϯαʔͰೣ༷ߦಈϩάΛ )PNFʹૹ৴ ແઢ-"/ͱ઀ଓ
    ࣨԹηϯαʔΛ಺ଂ
    ೣ༷ͷߦಈσʔλΛӾཡ
    Home App 15
16. 16 ͱ͜ͱΜೣ༷ͷ͜ͱΛߟ͑ͨϓϩμΫτઃܭɹɹɹɹɹɹ ܰྔԽˍখܕԽɺ
    ώήʹ͋ͨΒͳ͍ઃܭ 1. Իͷ໐Βͳ͍෦඼ʢ੩ԻݕࠪࡁΈʣ 2. ೣ༷ͷ਎ମʹ༏͍͠ૉࡐ 3. ҆શઃܭɺަ׵Մೳͳϕϧτ 4.
17. ౰ࣾ$IJFG
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18. 18 $BUMPHΞϓϦͰग़དྷΔ͜ͱ ೣ༷͕ࠓԿ͍ͯ͠Δ͔Λ֬ೝ ϖϯμϯτ͔Βऔಘ͞ΕͨೣͷߦಈσʔλΛ
    ϦΞϧλΠϜʹ֬ೝ͢Δ͜ͱ͕ग़དྷ·͢ɻ 1. w ৯΂Δ
    w ৸Δɺͭ͘Ζ͙
    w ૸Δɺา͘
    w ᅅుʢ˞༧ఆʣ
    w δϟϯϓʢ˞༧ఆʣ REALTIME
19. 19 $BUMPHΞϓϦͰग़དྷΔ͜ͱ ೣ͕ͦͷ೔Ұ೔ͲͷΑ͏ʹա͍ͯͨ͝͠ͷ͔Λɺ
    αϚϦʔٴͼλΠϜϥΠϯܗࣜͰ֬ೝͰ͖·͢ɻ
    ೣ༷ͷҰ೔ͷߦಈ֬ೝ 2.RECORD
20. $BUMPHΞϓϦͰग़དྷΔ͜ͱ ৯ࣄɺӡಈྔɺਭ຾ྔͱ͍ͬͨओཁߦಈΛάϥϑԽɻ ೣͷ͜Ε·ͰͷߦಈΛिʗ݄ʗ೥ͰਪҠͱมԽΛ֬ೝ Ͱ͖·͢ɻ
    Ώ͘Ώ͘͸ଞೣͱͷఆྔతͳൺֱ͕Ͱ͖ΔػೳΛ༧ఆ ͍ͯ͠·͢ɻ 3.ೣ༷ͷߦಈਪҠΛάϥϑͰ֬ೝ GRAPH 20
21. 21 $BUMPHΞϓϦͰग़དྷΔ͜ͱ ࣂ͍ओΛ௥Ճ͢ΔͱɺΞϓϦ্Ͱೣͷ৘ใΛڞ༗Ͱ͖ɺ
    Ո଒΍्ҩ͞ΜͱҰॹʹೣΛݟकΔ͜ͱ͕ग़དྷ·͢ɻ 4.Ո଒΍्ҩࢣ͞ΜͱҰॹʹݟकΔ SHARE
22. 22 ϏδωεϞσϧ͸σόΠεʴαϒεΫϦϓγϣϯ՝ۚͷ*P5BBTܕ ηοτ
    ¥14,800 Pendant + Home σόΠε αϒεΫϦϓγϣϯ՝ۚ + App ֹ݄
    
    ແྉ ʙ ¥580
23. ସ͑ͷϕϧτ΍ݶఆΧϥʔͷϕϧτ΋ൢച։࢝ 2019 Winterݶఆ
    άϨʔ 23
24. 24 2019೥9݄24೔ϩʔϯνʂ
25. TwitterͱΜͰ΋ͳ͘όζΔ 25
26. ࣗൃతʹ࢝·ͬͨ$BUMPH։෧ͷّ “ “ ڈ೥ࢧԉͨ͠ɺೣ͕Կͯ͠Δ͔෼͔Δटྠ
    DBUMPH
    ಧ͍ͨ
    Կ෼৸ͨͱ͔͝൧৯΂ͨͱ͔෼͔ΔͷΊͪΌѪ͍͠ʙʙʙ
    Χϝϥ෇͖ϑʔυλϯΫ͸ஔ͍ͯΔ͚ͲεϚϗݟΕͳ͍͜ͱ΋͋ Δ͔Βɺ͜Ε͕ه࿥ʹͳ͓ͬͯཹक൪ͱ͔݈߁؅ཧʹ໾ཱͬͯ͘ ΕΔͱ͍͍ͳʂ ͍ͭʹʂʂ೦ئͷʂʂ
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    ૝૾Ҏ্ʹ͍͔ܰΒटྠ΋ݏ͕Βͣ ड͚ೖΕ͓ͯΓ·͢ʂʂ ӟͷDBUMPH
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    ͜ΕͰ֎ ग़த΋·ΖΜͱΒͯͷ༷ࢠ͕؍࡯Ͱ ͖Δͧʙ ” “ 26
27. ࢥ࿭Ͳ͓ΓΫϩωίϠϚτ#09ʹೖΔೣ༷ͨͪ 27
28. ϑΥϩϫʔؒͰΦεεϝˍ࢖͍ํࣔࠦͳͲίϛϡχςΟԽ 㲋㲋 㲋㲋 28
29. 29 ։࢝1.5िϊϯϚʔέςΟϯάͰɺ໿4ϲ݄෼ͷܭըग़ՙ਺Λୡ੒ʂ Units sold ϋʔυ΢ΣΞൢച਺ without marketing
31. 31 ։ൃମ੍ Team
32. ଚ͗͢Δೣ༷νʔϜ 32
33. 33 χϯήϯνʔϜମ੍ CEO/Bizdev Designer PdM Marketing QA/CS (Cat Specialist) Engineer Backend Frontend iOS Android ML CCO(࠷ߴೣ੹೚ೣ)
34. 34 ઐ໳ՈɾΞυόΠβʔɾ౤ࢿՈ ࠤ౻
    ࠀจ ʢڭतʣ όΠΦϩΪϯάݚڀ
    ౦ژେֶ
    େؾւ༸ݚڀॴ
    ւ༸ੜ໋Պֶ෦໳
    ߦಈੜଶܭଌ෼໺ ੨໦͔͕Γ ʢॿڭʣ ࡔຊ݈ଠ࿠ ʢ।ڭतʣ ϋʔυ΢ΣΞސ໰
    גࣜձࣾ4IJGUBMM
    ୅දऔక໾$&0
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    ಛڐۀ຿๏ਓ
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    όΠΦΠϯϑΥϚςΟΫεݚڀࣨ
    ؠ࡚
    বʢ।ڭतʣ RABOΤϯδΣϧ౤ࢿՈ َ಄
    लজࢯʢגࣜձࣾϦΫϧʔτϗʔϧσΟϯάεސ໰ʣ
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    ཾ༞ࢯʢݩגࣜձࣾϝϧϖΠऔక໾$10ʣ
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    ɹᵋϚʔέςΟϯάΞυόΠβʔ
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    ୅දऔక໾ࣾ௕ʣ
    ɹᵋ*P5ʗάϩʔόϧల։ʢதࠃʣΞυόΠβʔ
35. 7$͔Β΋ࢿۚௐୡ͠·ͯ͠ɺ͞ΒʹπϤπϤ ஌ࡒސ໰
    iPLAB தാ͞Μ ϋʔυ΢ΣΞސ໰
    ؠࠤ͞Μ J4(4
    ޒౢ͞Μ 8
    WFOUVSFT
    ৽͞Μ 35
36. 36 ࠓޙͷܭը Future Outlook
37. ΞχίϜઌਐҩྍݚڀॴͱͷڞಉݚڀ։࢝ɺ༧๷ҩྍʹల։ 37
38. ʢඖʣ 38 ೔ຊͷϖοτͰҰ൪ଟ͍ͷ͸ೣ༷      ࣂ͍ೣ ࣂ͍ݘ 8,903 9,649 965ສ
39. 39 ੈքͰ΋Ұ൪ଟ͍ϖοτ͸ೣ༷ ʢԯඖʣ      ࣂ͍ೣ ࣂ͍ݘ 4.3 6.3 6.3ԯ
40. 40 ࠓ೥ɺάϩʔόϧల։΋։࢝͠·͢ʂ USA China Germany France Russia Japan UK Ukraine Italy 7 8 8 10 13 14 15 53 95 ࠃͰ͸64"͕τοϓ
    9500ສඖ
41. 41 suzuki͞Μʹότϯλον!
42. Catlogͷ͘͠Έ 3"#0
    όοΫΤϯυΤϯδχϟʔ
    @suzuki Twitter: @suzuki GitHub: @suzuki
43. Catlog | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 43
44. 44 https://www.flickr.com/photos/spilt-milk/6042665676/ σόΠε Devices
45. ࣠Ճ଎౓ηϯαʔ Pendant | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 45
46. Թ౓ηϯαʔ
    
    1FOEBOU
    ॆి Home | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 46
47. Bluetooth Pendant to Home | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 47
48. AWS Cloud ແઢLAN / Internet Home to Server | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 48
49. γεςϜ֓ཁ System Overview https://www.flickr.com/photos/formatc1/4130309174/ 49
50. API DB Machine Learning API DB 4FOTPS
    MPH 4FOTPS
    MPH 4FOTPS
    MPH "DUJWJUZ
    MPH "DUJWJUZ
    MPH "DUJWJUZ
    MPH Pendant & Home Catlog App Sensor log to Activity log | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 50
51. 51 https://www.flickr.com/photos/kurt-b/26125936104/ ηϯαʔϩά Sensor log side
52. AWS Cloud AWS Fargate Amazon Aurora Pendant & Home Sensor logs Sensor log side | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki |
53. w 'BSHBUF
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    w ࣗࣾͰग़ՙͨ͠σόΠεҎ্ͷΞΫηε͸དྷͳ͍
    w ൺֱతαʔόෛՙ͸ಡΈ΍͍͢8FCαʔϏεͱ͍͏ͷ͸ಛ௃఺ Sensor log side | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki |
54. 54 ػցֶश Machine Learning side https://www.flickr.com/photos/pagedooley/48612777667/ 54
55. Please wait for the next session!! | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 55
56. 56 https://www.flickr.com/photos/formatc1/4130309782/ ߦಈϩά Activity log side
57. AWS Fargate Amazon Aurora Amazon SES Amazon S3 Activity log side AWS Cloud Catlog App Activity logs | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 57
58. Activity log side w 'BSHBUF
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    | Backend Engineer @suzuki | 58
59. 59 ͦͷଞ Others https://www.flickr.com/photos/helenzhang/3810424684/
60. AWS Fargate Amazon Aurora Amazon CloudFront Amazon S3 Firmware Update AWS Cloud Pendant & Home Catlog App Firmware Check User Firmware | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 60
61. Firmware Update w 'JSNXBSF
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    Λμ΢ϯϩʔυ | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 61
62. AWS Fargate Amazon Aurora IUUQTXXXqJDLSDPNQIPUPTCFMFOLP CS Tool AWS Cloud CS Tool | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 62
63. CS Tool w 'BSHBUF
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    | Backend Engineer @suzuki | 63
64. 64 https://www.flickr.com/photos/alisdair/111897917/ σϓϩΠ Deployment
65. AWS Fargate AWS CodeBuild Amazon ECR Deployment (build & deploy) Deploy! Build! AWS Cloud | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 65
66. 66 https://www.flickr.com/photos/geebee2007/17937137432/ $BUMPH
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67. Catlog on AWS w $BUMPH
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    w ϝϯόʔ͕׳Ε͍ͯΔٕज़Λબ୒ͨ͠ | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 67
68. Catlog on AWS w 'BSHBUFɺ"VSPSB
    ͱ΋ʹ҆ఆ͍ͯ͠Δ
    w Πϯϑϥ໘ͷ৺഑ΛͤͣʹΞϓϦέʔγϣϯ։ൃʹूதͰ͖Δ
    w ڧ͍ͯݴ͑͹ɺ'BSHBUF
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    w $MPVE'SPOU
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    w ϕϯμʔϩοΫΠϯؾຯͷٕज़ͩͱࢥ͍ͭͭ΋εϐʔυΛ༏ઌͨ͠ | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 68
69. Catlog on AWS w ͜Ε͔Βͷ՝୊
    w σʔλྔͷଟ͞ͱͷઓ͍
    w "VSPSB
    ೚ͤʹ͍ͯ͠Δ෦෼͕͋Γɺ΋ͬͱޮ཰తͳํ๏Λ໛ࡧ͍ͨ͠
    w ΞϓϦͷ׆ಈϩάͷ෼ੳ
    w ೣ༷ͷ׆ಈϩάΛఏڙ͢Δ͜ͱʹूத͓ͯ͠ΓɺΞϓϦͷ׆ಈϩάʹ·Ͱ ख͕ಧ͍͍ͯͳ͍ | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki | 69
70. 70 Thank you All! https://www.flickr.com/photos/djandywdotcom/31436820046/
71. 71 ิ଍ࢿྉ Appendix https://www.flickr.com/photos/protohiro/3847864550/
72. w ॺ໊෇͖
    63-
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    w IUUQTEPDTBXTBNB[PODPNKB@KQ"NB[PO$MPVE'SPOUMBUFTU%FWFMPQFS(VJEF 1SJWBUF$POUFOUIUNM
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    w IUUQTBXTBNB[PODPNKQBSDIJUFDUVSFJDPOT Appendix | Catlogͷ͘͠Έ
    | Backend Engineer @suzuki |
73. 73 massy͞Μʹότϯλον!
74. ࠓ͞Βฉ͚ͳ͍
    ೣ༷ͷՃ଎౓ MLΤϯδχϟʔ massy
75. w େֶ࢛೥ੜ
    w ೣྺ
    ೥͘Β͍
    w ػցֶशΠϯλʔϯͱͯ͠3"#0ʹࡏ੶
    w ϓϩϑΟʔϧͷࡾໟೣࡀͱࠇೣࡀͱಉډ
    w ओʹσʔλ؅ཧɾϞσϧ࡞੒ɾ"1*αʔόʔߏங ࣗݾ঺հ massy ;ͪ͘ΌΜ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 75
76. Catlogʹ͓͚ΔMLͷ໾ׂ Ճ଎౓σʔλ͔Βߦಈ෼ྨ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 76
77. EAT Ճ଎౓σʔλ͔Βߦಈ෼ྨ Catlogʹ͓͚ΔMLͷ໾ׂ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 77
78. 78 ೣͷՃ଎౓σʔλݟͨ͜ͱ͋Δਓ!
79. ࠲ඪܥ ೾ܗը૾ ϖϯμϯτʹରͯ͠
    ্ํ޲
    xɹԣํ޲
    yɹલํ޲
    z ॏྗՃ଎౓ࠐΈͷY Z [
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    ೣͷՃ଎౓σʔλʹ͍ͭͯ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 79
80. x,y,z ࣌ؒ ʢλΠϜελϯϓʣ ͚ͩʂ ηϯαʔ͔ΒऔΕΔ৘ใ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 80
81. w า͘
    w ૸Δ
    w δϟϯϓ
    w ͝൧৯΂Δ
    w ਫҿΈ
    w ௺ͱ͗
    w ໟͮ͘Ζ͍
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    w ;Έ;Έ
    w ͭ͘Ζ͙
    w ͔͖࠭ τΠϨ
    w ᅅుɹɹɹɹɹɹɹ ೣͷߦಈͷछྨ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 81
82. σʔλऩूͷ࢓ํ $BUMPHΛ͚ͭͨঢ়ଶͷೣ༷Λ
    λΠϜελϯϓ෇͖ΧϝϥͰಈըࡱӨ 1 λΠϜελϯϓΛݩʹ
    ͦͷ࣌ؒͷՃ଎౓σʔλΛऔಘ 2 ಈըͱՃ଎౓ͷରԠ෇͚ 3 | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 82
83. σʔλऩूΞϊςʔγϣϯίετ͸ߴ͍ ֤ߦಈʹରͯ͠
    ൪߸ ϥϕϧ ΛܾΊΔ 1 ಈըΛݟͯ
    ඵ୯ҐͰϥϕϧ෇͚ 2 ࣌ؒΛΩʔʹͯ͠
    Ճ଎౓ͱϚʔδ 3 σʔλΞϊςʔγϣϯͷ࢓ํ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 83
84. ػցֶशͰͷߦಈ෼ྨͷํ๏ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 84
85. ֤ߦಈͷ୅දతͳ೾ܗ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 85
86. SLEEP ਭ຾ ৸ͯΔ࣌͸Ճ଎౓ʹ΄ͱΜͲมԽ͕ແ͍ɻ
    ৸ฦΓΛଧͬͨΓମ੎Λม͑ͨΓ͢ΔͱมԽ͕͋Δɻ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 86
87. RELAX ͭ͘Ζ͙ ਭ຾ͱ͍͚ۙͲɺ
    टͷ޲͖΍࢟੎Λม͑ΔͷͰͪΐ͍ͪΐ͍ಈ͖͕͋Δɻ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 87
88. WALK า͘ Ճ଎౓දͷϐϯΫͷՕॴ͕า͘ಈ࡞தͷ༷ࢠɻ
    ԣํ޲ Z ͷมԽ͕গͳ͘ɺ্ Y ΍લ [ ͷมԽ͕େ͖͍ɻ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 88
89. EAT ৯΂Δ খ͞ͳৼ෯͕খࠁΈʹग़Δɻ
    େମd෼͸࿈ଓͯ͠৯΂͍ͯΔͨΊ೾ܗͱͯ͠ଊ͑΍͍͢ɻ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 89
90. ৯΂ํͷݸମࠩ ಉ͡ߦಈͰ΋ೣ༷ʹΑͬͯ೾ܗ͕ҟͳΔ γϟϊϯ ࡀ
    ˂ ͓ͰΜ ࡀ
    
    ˁ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 90
91. γϟϊϯͷ৯΂ํ ͪΐͬͱͣͭ৯΂͍ͯΔͷͰ೾ܗ͕Ժ΍͔ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 91
92. ͓ͰΜͷ৯΂ํ ΨπΨπ৯΂͍ͯΔͷͰ೾ܗ͕ܹ͍͠ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 92
93. ΧςΰϦΧϧ $BUFHPSJDBM ͷ಄จࣈ͕$BUͳͷͰ
    Πϥετʹೣ͕༻͍ΒΕΔ͜ͱ͕͋Δɻ ༨ஊ
    MLʹ͓͚Δ"Cat" ΧςΰϦΧϧσʔλ͕ಘҙͳ$BU#PPTUͱ͍͏ΞϧΰϦζϜ΋ଘࡏɻ
    ࢒೦ͳ͕Β࢖ͬͯ·ͤΜ͕ɺɺ 1 2 | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 93
94. 94 ػցֶशΛ࢖Θͳͯ͘΋෼͔Δ͜ͱ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy |
95. 95 ৸ͯΔ࣌ ͭ͘Ζ͍Ͱ͍Δ ى͖ͯΔ ࣌ ৸͍ͯΔ͔Ͳ͏͔෼͔Δ Ճ଎౓ͷલճͷ஋ͱͷࠩ෼ มԽྔ ͷ౷ܭ஋ΛऔΔ౳ͯ͠৸ͯΔ͔Ͳ͏͔෼͔Δ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy |
96. ͍ͭ৸͍ͯΔ͔෼͔Δ ׆ൃͳ࣌ؒ ׆ൃͳ࣌ؒ ͝͸ΜΛ৯΂ͯ຾͍ ਓؒͱҰॹʹ৸ͯΔ มԽྔΛݩʹɺϒϦͪΌΜͷͱ͋ΔҰ೔ͷਭ຾ྔΛܭࢉ w ͜ͷ೔ͷਭ຾࣌ؒ͸໿࣌ؒ
    w ೔Λ௨ͯ͠جຊతʹ৸͍ͯΔ
    ⇛
    ͪΐͪ͜ΐ͜৸͍ͯΔ ङΓͷຊೳʁ
    w ਭ຾ͷϐʔΫ͸ਂ໷ͱனա͗ͷճ
    w ேͱ༦ํ͸ಈ͖͕׆ൃʹ
    w ͜ͷ܏޲͸ෳ਺೔ݟͯ΋ڞ௨͍ͯ͠Δ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 96
97. 97 ػցֶशΛ࢖͏ͱग़དྷΔ͜ͱ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy |
98. ✅
    ϧʔϧϕʔεͰ͸ग़དྷͳ͍ߦಈ෼ྨ
    ✅
    ݸମࠩ΍ಈ࡞͝ͱͷҧ͍Λٵऩʢ൚ԽੑΛ࣋ͯΔʣ
    ✅
    ೚ҙͷ਺छྨ΁ͷ෼ྨ ػցֶशΛ࢖͏ͱग़དྷΔ͜ͱ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy | 98
99. 99 ػցֶशΛ࢖ͬͯ΋ग़དྷͳ͍͜ͱ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
    | ML Engineer massy |
100. ೾ܗ্
     ҧ͍ ಛ௃ ͕ͳ͍ߦಈ͸෼ྨग़དྷͳ͍ ͏Μ͔͓͔ͪͬ͜͠͸۠ผ͕͔ͭͳ͍ ? | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
     | ML Engineer massy | 100
101. Ұ෦ɺߦಈؒͰࣅ͍ͯΔ೾ܗͷՕॴ͕ଘࡏ͠ɺޡ൑ఆͯ͠͠·͏ ਫ਼౓Λ100%ʹ͸ग़དྷͳ͍ ߦಈ" ߦಈ# ϧʔϧ΍ɺͦͷߦಈͷલޙ۠ؒΛݟΔ౳ͯ͠ରॲ ൑ఆਫ਼౓͚ͩͰͳ͘ɺ696*্ҧ࿨ײ͕ͳ͍͜ͱ͕ॏཁ 101
102. 
     ൑ఆ݁Ռͷར༻Ձ஋
     
     ੜମσʔλͰ͋Δ͜ͱ
     
     
     
     
     ະ։୓ͷ෼໺
     
     ೣѪ͕υϝΠϯ஌ࣝʹ ೣ
     ✕
     ػցֶशͷ΍Γ͕͍ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
     | ML Engineer massy | 102
103. 103 ࠓޙͷల๬ | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
     | ML Engineer massy |
104. ෼ྨग़དྷΔߦಈͷ௥ՃৄࡉԽ w า͘
     w ૸Δ
     w ͝൧৯΂Δ
     w ৸Δ
     w ͭ͘Ζ͙ɹɹɹ ʴ w δϟϯϓ
     w ᅅు | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
     | ML Engineer massy | 104
105. ஝ੵͨ͠σʔλͷղੳ ਺೔ɾ਺Χ݄ɾ਺೥ʹ౉Δೣ༷ͷσʔλΛूܭղੳɻ
     ೣ༷ͷੜ׆ɾश׳ɾ࣬පͷ܏޲Λ໌Β͔ʹɻ ೔ʑ஝ੵ͞ΕΔ6$ͷ࿈ଓͨ͠Ճ଎౓σʔλ
     c
     c
     ೣ༷σʔλϕʔε | ࠓ͞Βฉ͚ͳ͍ೣ༷ͷՃ଎౓
     | ML Engineer massy | 105
107. .-Τϯδχϟʔۀ຿಺༰ɾඞਢ৚݅ͳͲ ৄ͘͠͸⾣IUUQTSBCPDBUSFDSVJU w ػցֶशΛ༻͍ͨ࣌ܥྻσʔλͷ෼ྨϞσϧઃܭ
     w ద੾ͳػցֶशϞσϧ΍πʔϧͷௐࠪ
     w ద੾ͳσʔληοτͱσʔλදݱํ๏ͷબ୒
     w ػցֶशϞσϧͷ࣮ݧͱධՁ
     w νʔϜ΁ͷ࣮ݧ݁ՌϨϙʔτ
     w ඞཁʹԠͯࣗࣾ͡ͷػցֶश༻ϥΠϒϥϦ֦ு
     w ཁ݅ʹैͬͯػցֶश༻"1*։ൃ
     w ػցֶश༻"1*αʔόӡ༻ w ୎ӽͨ͠෼ੳೳྗͱ໰୊ղܾೳྗ
     w ՄࢹԽͷϥΠϒϥϦʢNBUQMPUMJCͳͲʣΛ༻͍ͯ෼ੳ݁ՌΛ ఻ΘΓ΍͘͢ՄࢹԽ͢Δೳྗ
     w ݎ࿚ͳ1ZUIPOίʔυͷ࣮૷ೳྗ
     w ࣮σʔλΛର৅ͱͨ͠ػցֶशϞσϧ࣮૷ͷ࣮຿ܦݧ
     w (JU)VCΛ༻͍ͨෳ਺ਓ։ൃͷܦݧ
     w 1ZUIPOͷXFC
     GSBNFXPSLʢ'MBTLͳͲʣΛ༻͍ͨ"1*࣮૷ͷ ࣮຿ܦݧ
     w "84Λ༻͍ͨ"1*αʔόͷӡ༻ܦݧ
     w ίϯϐϡʔλαΠΤϯεɺ਺ֶɺ·ͨ͸ಉ༷෼໺ͷֶ࢜߸ ʢ͔म࢜߸ʣ ඞਢ৚݅ ۀ຿಺༰ 107
108. ձ৔ͷRABO Memberʹ࿩͔͚͍͍ͯͨͩͨ͠ํʹϓϨθϯτ! Sticker Leather Badge (5types) 108