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Χ ϕ Λ յ ͤ ʂ ʮ ػ ց ֶ श ʯ × ʮ ά ϥ ϑ σ ʔ λϕʔε ʯ × ʮ ν ϟ ο τ ʯ Ͱ ܨ ͙ ώ ϡ ʔϚ ϯ Ϧ Ϩ ʔ γ ϣ ϯ γ οϓ ʂ ʂ # d e v b o o s t A - 1 0 # D re a m A r t s D re a m A r t s C o r p o r a t i o n   S h o g o I c h i n o s e https://images.nasa.gov/details-PIA04921.html

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#devboostA-10 #DreamArts ࣗ ݾ ঺ հ

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#devboostA-10 #DreamArts • Ұϊ੉ ᠳޗ Shogo Ichinose • @rettar5 / @[email protected] • Angular / Swift • Mastodon Meetup at Tokyo  EjectίϚϯυϢʔβʔձ S E L F - I N T R O D U C T I O N

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#devboostA-10 #DreamArts S E L F - I N T R O D U C T I O N

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#devboostA-10 #DreamArts גࣜձࣾυϦʔϜɾΞʔπ ౦ژຊࣾ ( ौ୩۠ܙൺण ) ɹɹɹɹɹɹɹɹɹɹɹɹ ޿ౡຊࣾ ( ޿ౡࢢத۠େखொ ) גࣜձࣾυϦʔϜɾΞʔπԭೄ ( ಹ೼ࢢ, ੴ֞ࢢ ) ເ૑৴ଉ(େ࿈)༗ݶެ࢘ ( தࠃେ࿈ ) ୅දऔక໾ࣾ௕ ࢁຊ޹ত 1996೥12݄ ઃཱ ελοϑ૯һ ໿270໊ • େ૊৫޲͚ITαʔϏεࣄۀ • ઌ୺ٕज़ɾϚʔέςΟϯάΛ༥߹ͤͨ͞  γεςϜ։ൃɾίϯαϧςΟϯάࣄۀ

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#devboostA-10 #DreamArts D A - > S E R V I C E S & P R O D U C T S ͋ΒΏΔۀ຿ʹରԠ ίϛϡχέʔγϣϯΛϕʔεʹ ૊৫ɾਓɾࣾձ͕ ΑΓΑ͘ڠ૑͢ΔͨΊͷ αʔϏε & ϓϩμΫτ

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#devboostA-10 #DreamArts D A - > S E R V I C E S & P R O D U C T S

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#devboostA-10 #DreamArts ҙࢥܾఆͱۀ຿ΛՃ଎͢Δ େاۀͷͨΊͷϏδωενϟοτ ϦΞΫγϣϯ ελϯϓ

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#devboostA-10 #DreamArts ί ϛ ϡχέ ʔ γ ϣ ϯ ͷ ՝ ୊

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#devboostA-10 #DreamArts • Έͳ͞Μɺීஈ࢓ࣄΛ͍ͯͯ͜͠͏͍ͬͨ͜ͱ ى͖ͯ·ͤΜ͔ʁ C O M M U N I C AT I O N B L O C K E R S

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#devboostA-10 #DreamArts ʁ ৽͍ٕ͠ज़Λಋೖ͢Δࡍʹɺ ʮ໊લ͸ฉ͍ͨ͜ͱ͋Δ͚Ͳɺ ɹ࢖ͬͨ͜ͱແ͍͠Θ͔Βͳ͍ʯ ʮࣾ಺ͩͬͨΒ஌ͬͯΔਓ͍ͦ͏ʯ ʮͰ΋୭͕஌͍ͬͯΔ͔Θ͔Βͳ͍ʯ ͱ͍ͬͨ͜ͱ͸͋Γ·ͤΜ͔ʁ

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#devboostA-10 #DreamArts ʁ ʂʂ VueΛ஌Γ͍ͨνʔϜ AngularΛ࢖͍ͬͯΔνʔϜ VueΛ࢖͍ͬͯΔνʔϜ ֤ϝϯόʔ͸͓٬༷ɾҊ݅ͷઐଐνʔϜͱ഑ଐ͞ΕΔͨΊɺ νʔϜΛ௒͑ͨίϛϡχέʔγϣϯ͕͋·ΓऔΕ͍ͯ·ͤΜɻ

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#devboostA-10 #DreamArts VueΛ஌Γ͍ͨνʔϜ AngularΛ࢖͍ͬͯΔνʔϜ VueΛ࢖͍ͬͯΔνʔϜ υϦʔϜɾΞʔπͰ͸ࣾ಺ͷίϛϡχέʔγϣϯπʔϧͱͯ͠ ϏδωενϟοτΛಋೖ͍ͯ͠·͢ɻ ͜ͷνϟοτΛϓϩμΫτͱͯ͠։ൃɾൢച͠ɺ υϦʔϜɾΞʔπ΋1Ϣʔβͱͯ͠શࣾһ͕׆༻͍ͯ͠·͢ɻ

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#devboostA-10 #DreamArts VueΛ஌Γ͍ͨνʔϜ AngularΛ࢖͍ͬͯΔνʔϜ VueΛ࢖͍ͬͯΔνʔϜ ࠓճɺ͜ͷνϟοτʹ౤ߘ͞ΕͨσʔλΛ࢖ͬͯ νʔϜؒʹ͋Δݟ͑ͳ͍นΛऔΓআ͘΂͘ΞϓϦΛ࡞ͬͯΈ·ͨ͠ɻ

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#devboostA-10 #DreamArts น Λ յ ͢΂ ͘ ࡞ ͬͯ Έ ͨ ΋ ͷ

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#devboostA-10 #DreamArts H O W W I L L W E B R E A K T H E “ WA L L ” ? • ࡞ͬͨ΋ͷ͸ɺʮࠓ·ͰؔΘͬͨ͜ͱ͕ͳ͍ ͔ͭɺΩʔϫʔυΛ஌͍ͬͯΔਓΛ঺հ͢Δ νϟοτBOTʯ • ػցֶश × άϥϑσʔλϕʔε × νϟοτ Λ૊Έ߹Θ࣮ͤͯݱ

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#devboostA-10 #DreamArts ʮVueʯʹ͍ͭͯ஌Γ͍ͨ Ͱ΋୭͕஌ͬͯΔ͔Θ͔Βͳ͍ ʁ νϟοτBOTͷར༻Πϝʔδ

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#devboostA-10 #DreamArts ʮVueʯʹৄ͍͠ਓڭ͑ͯ

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#devboostA-10 #DreamArts ʮVueʯʹ͍ͭͯৄ͍͠ਓ ͔ͭ ؔΘͬͨ͜ͱ͕ͳ͍ਓ

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#devboostA-10 #DreamArts ੴా͞ΜɺୌՖ͞Μɺ౻ຊ͞Μ͕ ʮVueʯʹ͍ͭͯৄ͍͠Α͏Ͱ͢ɻ  ϝοηʔδΛૹͬͯΈ·ͤΜ͔ʁ ʂʂ

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#devboostA-10 #DreamArts ʮVueʯʹ͍ͭͯৄ͍͠ਓ ͔ͭ ؔΘͬͨ͜ͱ͕ͳ͍ਓ ࠓճ͸ɺ ʮίϛϡχέʔγϣϯͷน͕͋ͬͨͨΊ ɹ஌Δ͜ͱ͕Ͱ͖ͳ͔ͬͨਓʯ Λ୳ͨ͢ΊͷπʔϧͳͷͰɺ ʮؔΘͬͨ͜ͱ͕ͳ͍ਓʯ ͱ͍͏৘ใ΋ϙΠϯτʹͳΓ·͢ɻ

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#devboostA-10 #DreamArts ࠓ೔͸ٕज़ऀ͕ଟ͍ΠϕϯτͳͷͰɺ ཪͰԿΛ΍͍ͬͯΔͷ͔ͱ͍͏ٕज़ͷ࿩Λத৺ʹਐΊ͍͖ͯ·͢ɻ

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#devboostA-10 #DreamArts ֤ ϑ Σ ʔζ ɾ ࢓ ૊ Έ Ͱ ͷ ॲ ཧ

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#devboostA-10 #DreamArts Chiwawa Server Azure Cosmos DB  (Graph Database) Chiwawa Application Flask Server Trained Models Python Scripts Python Scripts νϟοτBOTͷ࣮ݱʹ͋ͨΓɺ 6ͭͷٕज़Λ࢖͍·ͨ͠ɻ

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#devboostA-10 #DreamArts Cloud Services Local PC Chiwawa Server Azure Cosmos DB  (Graph Database) Chiwawa Application Flask Server Trained Models Python Scripts Python Scripts DB΍νϟοτͷ৘ใ͸Ϋϥ΢υ্Ͱɺ ػցֶश΍ϨίϝϯυॲཧͳͲ͸ɺ ࣗ෼ͷPC಺ͰॲཧΛߦ͍ͬͯ·͢ɻ

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#devboostA-10 #DreamArts O V E R V I E W O F C H AT B O T • Step 1. σʔλ౤ೖɾֶशࡁΈϞσϧͷੜ੒ • άϥϑDB΁ͷσʔλΠϯϙʔτ • ౤ߘσʔλΛ࢖ֶͬͨशࡁΈϞσϧͷੜ੒ • Step 2. νϟοτBOTͰͷϢʔβϨίϝϯυॲཧ • άϥϑDBͱֶशࡁΈϞσϧ͔ΒϢʔβͷऔಘ • νϟοτBOTΛ࢖͍ɺϢʔβΛ঺հ

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#devboostA-10 #DreamArts S t e p 1 . σ ʔ λ ͷ ౤ ೖ   ֶ श ࡁ Έ Ϟ σϧ ͷ ੜ ੒

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#devboostA-10 #DreamArts (Preprocessing) Setup Graph Database Create Trained Models

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#devboostA-10 #DreamArts Upload Talk History

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G • άϥϑσʔλϕʔεͱ͸ͳʹ͔

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#devboostA-10 #DreamArts ಉ͡෦ॺͷ্࢘ CTO ಉ͡෦ॺͷޙഐ ผ෦ॺͷಉظ ͜ͷΑ͏ͳਓ෺͕͍ͨͱ͖ʹ…

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#devboostA-10 #DreamArts ಉظ ಉظ ্࢘ ෦Լ ্࢘ ෦Լ ্࢘ ෦Լ ্࢘ ෦Լ ্࢘ ෦Լ ޓ͍Λʮؔ܎ੑʯͱ͍͏ઢͰͭͳ͙͜ͱ͕Ͱ͖·͢ɻ ͜ͷϞσϧΛDBʹͨ͠ͷ͕άϥϑσʔλϕʔεͰ͢ɻ

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G • άϥϑσʔλϕʔεͱ͸ • ཁૉʢ௖఺ʣΛؔ܎ੑʢลʣͰܨ͍ͩϞσϧΛ ࣋ͭσʔλϕʔε • ΧʔφϏͷܦ࿏୳ࡧ΍ɺෆਖ਼ݕ஌ʢύφϚจॻ ͷղੳʣͳͲͰ׆༻ • Neo4j΍OrientDBɺAmazon Neptune΍Azure Cosmos DB౳

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#devboostA-10 #DreamArts User Group Tag • Id • Name Message • Id • Text • AttachmentTitle • AttachmentText • CreatedAt Reaction • Id • Name • Sentiment • CreatedAt • Id • Name • Id • Name Post Mention BelongsTo Mention Exists Exists AttachedTo Adds AttachedTo νϟοτͷσʔλΛ্ͷΑ͏ͳܗͰΠϯϙʔτ͠·ͨ͠ɻ

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#devboostA-10 #DreamArts User Group Tag • Id • Name Message • Id • Text • AttachmentTitle • AttachmentText • CreatedAt Reaction • Id • Name • Sentiment • CreatedAt • Id • Name • Id • Name Post Mention BelongsTo Mention Exists Exists AttachedTo Adds AttachedTo ྫ͑͹ɺʮϝοηʔδ͸Ϣʔβʹ౤ߘ͞Εͨʯͱ͍͏ؔ܎Λɺ

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#devboostA-10 #DreamArts User Group Tag • Id • Name Message • Id • Text • AttachmentTitle • AttachmentText • CreatedAt Reaction • Id • Name • Sentiment • CreatedAt • Id • Name • Id • Name Post Mention BelongsTo Mention Exists Exists AttachedTo Adds AttachedTo ʮϢʔβ͸άϧʔϓʹॴଐ͢ΔʯͳͲͷؔ܎Λ࣋ͪ·͢ɻ

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#devboostA-10 #DreamArts Upload Talk History աڈʹ౤ߘ͞ΕͨνϟοτͷσʔλΛ ͜ͷΑ͏ͳܗʹม׵͠ɺ άϥϑσʔλϕʔεʹΠϯϙʔτ͍͖ͯ͠·͢ɻ

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#devboostA-10 #DreamArts Train & Create Models Preprocessing for ML Doc2Vec

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G • Doc2Vec • ࣅ͍ͯΔจॻΛ෼ྨɾऔಘ͢Δ͜ͱ͕Ͱ͖Δػցֶश • e.g.: Wikipediaͷσʔλ͔ΒֶशࡁΈϞσϧΛੜ੒ ͠ɺʮΩʔϫʔυʯ͔Βʮࣅ͍ͯΔهࣄʯΛऔಘ͢Δ • ͋Β͔͡Ίج४ͱͳΔจॻΛར༻ͯ͠ɺֶशࡁΈϞσ ϧΛੜ੒͢Δඞཁ͕͋Δ

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G • Doc2Vec • จॻΛϕΫτϧͱͯ͠ѻ͍ɺ͍ۙϕΫτϧΛ࣋ͭจॻΛ ग़ྗ • จॻΛϕΫτϧͱͯ͠ѻ͏ͨΊʹɺWord2VecΛར༻ • Word2Vec • ୯ޠΛϕΫτϧͱͯ͠ѻ͍ɺ͍ۙϕΫτϧΛ࣋ͭ୯ޠΛ ग़ྗ • ʮ͋Δ୯ޠAͷपลʹผͷ୯ޠB͕ग़ݱ͢Δ֬཰ʯΛֶश

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G Ͷ͜ɹ͕ɹʹΌʔΜɹͱɹͳ͘ ΤϯδχΞɹ͕ɹʹΌʔΜɹͱɹͳ͘ ʮ˓˓͕ʹΌʔΜͱͳ͘ʯͱ͍͏จষͰɺ  ˓˓ʹ Ͷ͜ ΍ ΤϯδχΞ ؚ͕·ΕΔ֬཰Λֶश ΤϯδχΞ ≒ Ͷ͜ ͜ͷ৔߹ Ͷ͜ ͱ ΤϯδχΞ ͸ಉ͡จ๏Ͱ࢖ΘΕΔ Word2VecͰ͸ ͱֶश͞Ε·͢ɻ

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G • User2Vec • Doc2Vec͸ࣅ͍ͯΔจॻΛऔಘ͢Δ࢓૊Έ • νϟοτͷ౤ߘσʔλΛจॻͱஔ͖׵͑Δͱɺ  ͋ΔΩʔϫʔυΛ౤ߘͨ͜͠ͱ͕͋Δਓ  ʢ˺ΩʔϫʔυΛ஌͍ͬͯΔਓʣ͕औಘͰ͖Δ • ୯ޠͷΏΒ͗౳΋Word2VecͰٵऩՄೳ

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#devboostA-10 #DreamArts S T E P 1 . P R E P R O C E S S I N G େྔͷ౤ߘΛֶश ͋Δ಺༰Λೖྗ ࣅͨ౤ߘΛͨ͠ਓΛग़ྗ

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#devboostA-10 #DreamArts Train & Create Models Preprocessing for ML Doc2Vec Doc2VecΛԠ༻ͨ͠User2VecΛ࢖͍ɺ ࣄલʹֶशࡁΈϞσϧΛ࡞੒͓͖ͯ͠·͢ɻ

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#devboostA-10 #DreamArts S t e p 2 . ν ϟ ο τ B O T Ͱ ͷ   Ϣʔ β Ϩί ϝ ϯ υ ॲ ཧ

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#devboostA-10 #DreamArts User Recommendation Step 1͸ࣄલʹߦ͓ͬͯ͘ॲཧͰ͕͢ɺ Step 2͸ʮνϟοτBOTʯʹ࿩͔͚͠ΒΕͨࡍʹ ϨίϝϯσʔγϣϯͷॲཧΛ࣮ߦ͠·͢ɻ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N 7VF Ұϊ੉ᠳޗ

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#devboostA-10 #DreamArts Messages Webhook to Flask Server νϟοτΞϓϦ͔ΒνϟοτBOTʹ࿩͔͚͠Δͱɺ νϟοταʔό͔ΒWebhook͕ૹΒΕ·͢ɻ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • Webhook • νϟοτBOTʹϝοηʔδ͕ૹΒΕΔͱɺ༧Ίઃఆ͞Ε ͨURL΁ϝοηʔδͷ಺༰Λసૹ͢Δ࢓૊Έ • Flask • γϯϓϧͳPythonͷϚΠΫϩWebϑϨʔϜϫʔΫ • ࠓճ͸WebhookΛड͚ͨࡍʹϝοηʔδຊจΛऔಘ ͠ɺޙଓͷϨίϝϯυॲཧΛݺͼग़͢

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#devboostA-10 #DreamArts Get Users Who Know Keywords Execute Python Scripts

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • User2Vec • FlaskͰऔಘͨ͠ϝοηʔδΛܗଶૉղੳΛ ͯ͠෼͔ͪॻ͖ʹ͠ɺStep 1.Ͱੜ੒ֶͨ͠ शࡁΈϞσϧ͔ΒϢʔβΛऔಘ • ͜ͷͱ͖ɺϕΫτϧͷྨࣅείΞʢίαΠϯ ྨࣅ౓ʣ΋औಘͰ͖Δ

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#devboostA-10 #DreamArts Measuring The Distance Between Users

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • άϥϑσʔλϕʔε • ϝοηʔδͷ౤ߘऀͱɺػցֶशͰऔಘͨ͠ Ϣʔβͱͷڑ཭Λܭࢉ • ϓϩάϥϜ͔ΒσʔλϕʔεΛૢ࡞͢Δʹ͸  Gremlinͱ͍͏ΠϯλʔϑΣΠεΛར༻

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • Apache TinkerPop Gremlin • ϑϨʔϜϫʔΫͰ͋ΔApache TinkerPopͷάϥϑ  τϥόʔαϧݴޠʢDSLʣ • Neo4jɺOrientDBɺAmazon NeptuneɺAzure Cosmos DB౳ͷଟ͘ͷάϥϑσʔλϕʔε͕αϙʔτ • Neo4jͷCypher Query౳ʹൺ΂ɺ௚ײతͳૢ࡞͕Մೳ

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#devboostA-10 #DreamArts User Reaction • Id • Name • Id • Name • Sentiment • CreatedAt Message • Id • Text • AttachmentTitle • AttachmentText • CreatedAt >g.V().hasLabel(‘User’).has(‘Id’, ‘rettar5’) ࣗ෼ʢid = ‘rettar5’ʣͷ৘ใΛऔಘ͢Δͱ͖ʹ͸…

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#devboostA-10 #DreamArts User Reaction Post • Id • Name • Id • Name • Sentiment • CreatedAt Message • Id • Text • AttachmentTitle • AttachmentText • CreatedAt >g.V().hasLabel(‘User’).has(‘Id’, ‘rettar5’)  .outE(‘Post’).inV() ࣗ෼ʢid = ‘rettar5’ʣ͕౤ߘͨ͠ϝοηʔδΛऔಘ͢Δͱ͖ʹ͸…

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • Ϣʔβಉ࢜ͷؔ܎ੑ • Ϣʔβಉ࢜ͷίϛϡχέʔγϣϯͷྔ  ʹ Ϣʔβಉ࢜ͷؔ܎είΞ • ίϛϡχέʔγϣϯ͕ଟ͚Ε͹ଟ͍΄Ͳɺ஥͕͍ ͍ؔ܎ͱ൑ఆ • ࠓճؔ܎είΞΛଌΔͨΊʹ࢖͏ίϛϡχέʔγϣ ϯύλʔϯ͸4छྨ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N @all: 15೔ͷࢿྉΛߋ৽͠·ͨ͠ɺ  ϨϏϡʔΛ͓ئ͍͠·͢ʂ άϧʔϓશһʹϝοηʔδΛ౤ߘ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N @ੴా྄݈: 15೔ͷࢿྉΛ  ߋ৽͠·ͨ͠ɺ  ϨϏϡʔΛ͓ئ͍͠·͢ʂ ૬खͷ໊લΛ͚ͭͯϝοηʔδΛ౤ߘ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N 15೔ͷࢿྉΛߋ৽͠·ͨ͠ɺ  ϨϏϡʔΛ͓ئ͍͠·͢ʂ 1ର1ͰϝοηʔδΛ౤ߘ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N 15೔ͷࢿྉΛߋ৽͠·ͨ͠ɺ  ϨϏϡʔΛ͓ئ͍͠·͢ʂ ౤ߘͨ͠ϝοηʔδ΁ϦΞΫγϣϯ

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • ֤ύλʔϯʹॏΈ෇͚Λߦ͍ɺ߹ܭͷؔ܎ είΞ͕௿͍ਓʢ㲈 ؔΘͬͨ͜ͱ͕ͳ͍ ਓʣΛݟ͚ͭग़͢

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#devboostA-10 #DreamArts Post Recommendation Message

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N • Ϩίϝϯσʔγϣϯϝοηʔδͷ౤ߘ • ؔ܎είΞ͕௿͍͔ͭɺྨࣅείΞ͕ߴ͍ ॱʹฒͼସ͑ • ্Ґ3ਓͷ৘ใΛ஌࿩ྠʢνϟοτʣαʔό ʹૹΓɺؔΘͬͨ͜ͱ͕ͳ͍ɺΩʔϫʔυ Λ஌͍ͬͯΔਓͱͯ͠ϨίϝϯυΛ౤ߘ

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#devboostA-10 #DreamArts Recommend Users ϝοηʔδͷ౤ߘʹ੒ޭ͢Δͱ…

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#devboostA-10 #DreamArts S T E P 2 . U S E R R E C O M M E N D AT I O N 7VF Ұϊ੉ᠳޗ ੴా͞ΜɺୌՖ͞Μɺ౻ຊ͞Μ͕ʮ7VFʯ ʹ͍ͭͯৄ͍͠Α͏Ͱ͢ɻ ϝοηʔδΛૹͬͯΈ·ͤΜ͔ʁ Ϣʔβ঺հ#05 ࣗ෼ͷ౤ߘʹରͯ͠ɺνϟοτBOT͕ϢʔβΛ঺հͯ͘͠ΕΔʂ

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#devboostA-10 #DreamArts ΋ ͬ ͱ ྑ ͘ ͠ Α ͏ ͱ ߟ ͑ͯ ͍ Δ ͜ ͱ

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#devboostA-10 #DreamArts I N F U T U R E • νϟοτBOT͕໾ʹཱ͔ͬͨධՁ͢ΔͨΊͷ ࢓૊Έ • ΞΫςΟϒϥʔχϯάͷ࢓૊Έ • ϓϥΠόγʔɾηΩϡϦςΟͷ࢓૊Έ

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#devboostA-10 #DreamArts I N F U T U R E • ΞΫςΟϒϥʔχϯά • νϟοτͷσʔλ͸೔ʑ૿͑ଓ͚Δ • ։ൃ؀ڥͷαΠϩԽɺܧଓతͳֶशࡁΈ Ϟσϧͷߋ৽΍ϋΠύʔύϥϝʔλͷௐ੔ ʹ՝୊

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#devboostA-10 #DreamArts I N F U T U R E • Azure Machine Learning service • ػցֶश༻ͷϦιʔε֬อɺ࠷దͳΞϧΰϦζϜɾϋ Πύʔύϥϝʔλͷ୳ࡧɺσϓϩΠͳͲΛࣗಈԽ • ʮσʔλʯͱʮ΄͍݁͠ՌʯΛ༩͑Δͱɺ͢΂ͯࣗ ಈͰػցֶशͯ͠΋Β͑Δະདྷ΋ԕ͘ͳ͍ • ໰୊ղܾͷຊ࣭Ͱͳ͍ʮ؀ڥߏஙʯ΍ʮӡ༻ʯ౳ʹ ࣌ؒΛऔΒΕΔ͜ͱͳ͘ɺ΍Δ΂͖͜ͱ͕΍ΕΔΑ ͏ʹͳΔ

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#devboostA-10 #DreamArts I N F U T U R E • ϓϥΠόγʔɾηΩϡϦςΟ • ܦӦ΍ਓࣄʹؔΘΔ৘ใ͕౤ߘ͞Ε͍ͯΔ Մೳੑ͕͋Δ • ʮࣗ෼ͷϝοηʔδ͸ݟΒΕͨ͘ͳ͍ʯͱ ͍͏ਓ͕ग़ΔՄೳੑ͕͋Δ

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#devboostA-10 #DreamArts I N F U T U R E • ϓϥΠόγʔɾηΩϡϦςΟ • ݟΒΕͨ͘ͳ͍ͷ͸ϝοηʔδͷ಺༰ • ϝοηʔδΛૹͬͨͱ͍͏ࣄ࣮Λ࢖͏ͷ͸໰୊ͳ͍ • ؔ܎είΞͷਫ਼౓͸ҡ࣋ͭͭ͠ɺ࢖ͬͯ͸͍͚ͳ͍ ϝοηʔδ͸ϚεΩϯάͯ͠׆༻͢Δ • 1ର1ͷ΍ΓऔΓ΍ϒϥοΫϦετ౳Ͱલॲཧ

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#devboostA-10 #DreamArts · ͱ Ί

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#devboostA-10 #DreamArts C O N C L U S I O N • ۀ຿͕νϟοτϕʔεʹมΘͬͨ • ίϛϡχέʔγϣϯͷ෼ੳɾ׆༻͕ݱ࣮తʹ • ؾܰʹʮͪΐͬͱࢼͯ͠ΈΔʯ͜ͱͰ͖Δ࣌୅ • ػցֶश΍Ϋϥ΢υج൫ͳͲखܰʹ࢖͑ΔΑ͏ʹ • ͋Γ΋ͷΛ૊Έ߹ΘͤΔ͚ͩͰେ͖ͳ੒Ռ͕ग़ͤΔ • ৽ͨͳՁ஋ΛੜΉͨΊͷΞΠσΟΞ͕ॏཁ

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#devboostA-10 #DreamArts R E C R U I T M E N T O F S TA F F AT   T O K Y O / H I R O S H I M A / O K I N AWA υϦʔϜɾΞʔπ ࠾༻ https://recruit.dreamarts.co.jp