How to Survive in the Age of GenAI

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Ϋϥ΢υ "84αʔόʔϨεੜ੒"* Ͱ*5ΤϯδχΞ͕ ԡ͓͑ͯ͘͞΂͖͜ͱ αΠμεऔక໾$50 ٢ాਅޗ

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吉田真吾 AWS Serverless Hero n p Oracle SA p 113 / pAWS n ( ) CTO p SaaS ( ) pAWS DevOps n pAWS (2012 ) pAWS Samurai 2014 / 2016 pAWS Serverless Hero AWS AWS Lambda Amazon S3 ChillOutMix

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2005 2011 2015 2018 2023 2016 AWS AI

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*5ΤϯδχΞݸਓΛऔΓר͘ঢ়گ SWOT ＋ー内部環境【1. 強み】・ポータブルスキル・セルフマネジメント能⼒【2. 弱み】・営業、マーケティング・ファイナンス、経理外部環境【3. 機会】・トレンドによる機会創出・コミュニティでの機会創出【4. 脅威】・健康、家族トラブルなど・副業⼈材の増加

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https://www.amazon.co.jp/dp/4532321433/ ｺ

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https://chat.openai.com/share/325deb29-99af-4c60-b685-24b56c3de376

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Θͨ͠ͷ৔߹ ετϨϯάε • ࣗզˠಠཱ৺ͷڧ͞ɺଞਓʹ༩͑ΔӨڹͷେ͖͞ • ઓུతࢥߟˠϑΝγϦςʔγϣϯɺ΋ͷ͝ͱͷஈऔΓͮ͘Γɺཁ݅੔ ཧɺར֐ͷௐ੔ ϙʔλϒϧεΩϧ ٕज़εΩϧɺιϑτεΩϧ • σʔλϕʔενϡʔχϯάεΩϧ • "84ʹؔ͢Δ๛෋ͳ஌ࣝ • Ԍ্Ҋ݅ͰંΕͳ͍ϝϯλϦςΟ • গͳ͍৘ใͰ൑அΛ͠ɺ૸Γͳ͕Βيಓमਖ਼͢Δॊೈੑ • ίϛϡχςΟɾϚωʔδϟͱͯ͠ͷܦݧ஋ɺεΩϧ

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ͳͥίϛϡχςΟʹߩݙ͢΂͖͔ • ૊৫ͷதʹಉ͡৘೤΍ϕΫτϧΛ͍࣋ͬͯΔ஥͕͍ؒͳ͍ • ౴͑߹Θͤ • ώʔϩʔͷൃݟ • ػձͷ૑ग़ • αΠυϓϩδΣΫτͷ࣮ࢪ • Ξ΢τϓοτͷ࿐ग़

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--.ΞϓϦΛຊ൪ϦϦʔε͢Δ ٕज़ΛʮϦΞϧϫʔϧυʹԠ༻͢Δऀʯͱͯ͠

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ਅͷʮ"*ͷຽओԽʯʹඞཁͳίϥϘϨʔγϣϯ "*.-ΤϯδχΞ • --.ͷ࢓૊Έ΍࠷৽৘ใɺຊ൪ӡ༻ʹ޲͚ͨϊ΢ϋ΢΍νϡʔχϯά ͳͲɺσϦόϦʔʹ޲͚ͯඞཁͳέΠύϏϦςΟ ΞϓϦέʔγϣϯΤϯδχΞ • --.ٕज़Λ࣮ࡍʹϑϩϯτΤϯυ΍Πϯϑϥ্ʹߏங͠ɺ$*$%ύΠ ϓϥΠϯʹࡌͤͯܧଓతʹσϦόϦʔ͢ΔͨΊʹඞཁͳέΠύϏϦ ςΟ υϝΠϯΤΩεύʔτ • ֤υϝΠϯͰ༗ޮͳϢʔεέʔεΛݟ͚ͭͯίϯϓϥΠΞϯεɺϓϥ ΠόγʔอޢͳͲʹਫ਼௨͍ͯ͠Δ

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3"( 3FUSJFWBM"VHNFOUFE(FOFSBUJPOݕࡧ֦ுੜ੒ ʮ$:%"41&01-&ʯʹɺࣾһ͔Βͷ໰͍߹ΘͤʹࣗಈͰ౴͑Δ$IBU(15ػೳʮ1&01-&(15ʯΛϦϦʔε https://www.cydas.co.jp/news/press/202304_people-gpt/

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⾃社のFAQをベクターデータ化 ChatGPTで回答に利⽤ ਓࣄ'"2ˍ໰͍߹ΘͤཤྺΛϕΫλʔσʔλԽ

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σϞ

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$IBU(151MBZHSPVOE IUUQTQMBUGPSNPQFOBJDPNQMBZHSPVOEQEFGBVMURB NPEFDIBUNPEFMHQUUVSCP

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ཤྺԽ .PNFOUP IUUQTDPOTPMFHPNPNFOUPDPN 3FEJTͳͲͷΞϓϦΩϟογϡΛར༻

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$IBU(15 0QFO"*ࣾ ͷσʔλอޢϙϦγʔͷ֬ೝ 0QFO"*ࣾͷར༻ن໿ͷண໨఺ • ར༻ن໿ IUUQTPQFOBJDPNQPMJDJFTVTBHFQPMJDJFT • ېࢭߦҝʹ͍ͭͯཧղ͢Δɿҧ๏ߦҝɺࣇಐੑతࡡऔʹ͔͔Δίϯςϯπɺϋϥεϝϯτɺ Ϛϧ΢ΣΞ࡞੒ɺ܉ࣄฌث։ൃͳͲؚΉةݥߦҝɺܦࡁඃ֐ͷةݥੑͷߴ͍׆ಈͳͲ 0QFO"*ࣾͷݸਓ৘ใอޢํ਑ͷண໨఺ • ݸਓ৘ใอޢํ਑ IUUQTPQFOBJDPNQPMJDJFTQSJWBDZQPMJDZ • ϢʔβʔΞΧ΢ϯτͱͯ͠ऩू͞ΕΔ৘ใ • ࿈བྷઌɺऔҾ৘ใɺϩάΠϯ৘ใͳͲ 0QFO"*ࣾͷ"1*σʔλར༻ϙϦγʔͷண໨఺ • "1*σʔλར༻ϙϦγʔ IUUQTPQFOBJDPNQPMJDJFTBQJEBUBVTBHFQPMJDJFT • ೖྗίϯςϯπʹؔ͢Δར༻ϙϦγʔ • "1*Λհ͓ͯ͠٬༷͔Βೖྗ͞ΕͨσʔλΛɺϞσϧͷ܇࿅΍վྑͷͨΊʹ࢖༻͢Δ͜ͱ͸͋Γ·ͤΜɻ • "1*Λ௨ͯ͡ૹ৴͞Εͨσʔλ͸ɺෆਖ਼࢖༻ɾޡ༻؂ࢹͷ໨తͰ࠷େ೔ؒอ࣋͞Εɺͦͷޙ࡟আ͞Ε· ͢ʢ๏ྩͰఆΊΒΕͨ৔߹Λআ͘ʣɻ • సૹதͷσʔλ҉߸Խɺถࠃ಺σʔληϯλʔͷΈͷར༻ɺ%1"ରԠͳͲ ※これらは情報提供⽬的のみで記載しています。必ず引⽤元をご確認ください。

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Microsoft Build 2023 で発表された Cosmos DB 注⽬アップデート https://speakerdeck.com/miyake/microsoft-build-2023-cosmos-db-update?slide=9

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$PTNPT%#WT$PHOJUJWF4FBSDI "[VSF$PTNPT%#GPS .POHP%#W$PSF $PHOJUJWF4FBSDIXJUI $PTNPT%##MPC4UPSBHF

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$PTNPT%#WT$PHOJUJWF4FBSDI "[VSF$PTNPT%#GPS .POHP%#W$PSF $PHOJUJWF4FBSDIXJUI $PTNPT%##MPC4UPSBHF

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$PTNPT%#WT$PHOJUJWF4FBSDI "[VSF$PTNPT%#GPS .POHP%#W$PSF $PHOJUJWF4FBSDIXJUI $PTNPT%##MPC4UPSBHF \ TDPSF IJHIMJHIUTVOEFGJOFE EPDVNFOU\ DPOUFOU͋͋͋͋͋͋͋͋͋͋͋͋͋ NFUBEBUB@TUPSBHF@QBUIYYYYYYYYYY ^ ^ \ TDPSF IJHIMJHIUTVOEFGJOFE EPDVNFOU\ DPOUFOUb͍͍͍͍͍͍͍͍͍͍͍͍͍ NFUBEBUB@TUPSBHF@QBUIYYYYYYYYYYYY ^ ^ \ @JEOFX0CKFDU*E FGCCBCGCF DPOUFOUb࣭໰ʹؔ࿈ͨ͠ίϯςϯπ͕ͳͯ͘΋ΉΓ΍Γฦͯ͠͠·͏ؔ܎ ͳ͍ίϯςϯπ WFDUPS$POUFOU< தུʜ࣍ݩશ෦ NPSFJUFNT > ^

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ຊ൪༻ͷ--.ΞϓϦέʔγϣϯΛͭ͘Δ --.ͰΫʔϧͳ΋ͷΛ࡞Δͷ͸؆୯͕ͩຊ൪Ϩϕϧͷ΋ͷΛ࡞Δͷ͸ඇৗʹ೉͍͠ ՝୊ͱղܾࡦ ࣗવݴޠͷ͍͋·͍͞ ܾఆ࿦తͰͳ͍)ʹΑΔ69ෆ੔߹ ˠ UFNQFSBUVSFɺϓϩϯϓτ࠷ద Խɾόʔδϣχϯά؅ཧ ίετͱϨΠςϯγʔ ˠਪ࿦ʹ࢖͏ϞσϧબఆɺτʔΫϯ਺ͷௐ੔ɺ ݱঢ়͸ ϨΠςϯ γʔղੳ ϓϩϯϓςΟϯά ϑΝΠϯνϡʔχϯά ͦΕҎ֎ • ϓϩϯϓτνϡʔχϯάɿ&NCFEEJOHTΛೖΕସ͑Δ 044ͰͷΈՄೳ • ϑΝΠϯνϡʔχϯάɿλεΫʹ࠷దԽͤ͞ΔͨΊͷαϯϓϧ͕ੑೳʹӨڹˠ͕ɺ͋·Γظ଴Ͱ͖ͳ͍ • ৠཹϑΝΠϯνϡʔχϯάɿ5FYUEBWJODJ େ Ͱ--B." খ ͷνϡʔχϯάʹ࢖͏ˠ"MQBDB খ • &NCFEEJOHTϕΫλʔετΞɿ'FXTIPUT ޙํޓ׵ੑͱલํޓ׵ੑ • ৽͍͠Ϟσϧ͸શମతʹ༏ΕͯΔ͔΋͠Εͳ͍͕ɺྼ͍ͬͯΔϢʔεέʔε΋͋Δ͸ͣ • લͷϞσϧʹରͯ͠͏·͘ಈ͍͍ͯͨϓϩϯϓτ͕͏·͘ಈ͔ͳ͍৔߹ɺͲΜͳҙਤͰϓϩϯϓτ͕νϡʔ χϯά͞Ε͍ͯΔ͔ ढจ όουϓϥΫςΟε Θ͔Βͳ͘ͳΔ IUUQTIVZFODIJQDPNMMNFOHJOFFSJOHIUNM

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ຊ൪༻ͷ--.ΞϓϦέʔγϣϯΛͭ͘Δ ෳ਺ͷλεΫͰ੍ޚ͞ΕΔϑϩʔߏ੒ΛͲ͏͢Δ͔ɺπʔϧͷ૊ΈࠐΈ • ϓϩάϥϛϯάʹΑΔ੍ޚϑϩʔͷ࣮૷ • --.ΤʔδΣϯτʹΑΔஞ੍࣍ޚ ༗๬ͳϢʔεέʔε • "*Ξγελϯτɿεέδϡʔϧ؅ཧɺϝϞ࡞੒ɺϖΞϓϩɺϝʔϧରԠɺ༧໿ɺങ͍෺ λεΫΛ͜ͳ͢ • νϟοτCPUɿίϯύχΦϯ จࣈ΍Ի੠Ͱ૬ஊ΍ΞΠσΞͳͲͷձ࿩ • ϓϩάϥϛϯά΍ήʔϜɿ8FCΞϓϦΛͭ͘ΔɺηΩϡϦςΟͷڴҖΛൃݟ͢ΔɺήʔϜΛ࡞੒͢Δ • ϥʔχϯάɿຊͷཁ໿ɺߨٛɺཧղ౓ςετɺ࠾఺΍ϑΟʔυόοΫɺσΟϕʔτ૬ख • ࣾ಺σʔλநग़ɿࣗવݴޠ΍2"ܗࣜͰࣾ಺ͷσʔλΛরձ͢Δ • ݕࡧɾਪનɿΩʔϫʔυͰ͸ͳࣗ͘વݴޠ͔Βਪఆ͢Δݕࡧ • Ӧۀޮ཰Ξοϓ • 4&0ରࡦ • ݁࿦ એ఻จ۟Λແࢹͯ͠ϲ݄ޙʹఆணͯ͠Δ͔֬ೝ͢Δ αϚϦʔΛಡΉ ࠷৽ͷπʔϧʹ৮ΕΔΑ͏ʹ৺͕͚Δ IUUQTIVZFODIJQDPNMMNFOHJOFFSJOHIUNM

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඼࣭อূ • Ϣχοτςετɿඞਢ • ηΩϡϦςΟɿ8"'΍ωοτϫʔΫઃఆ • ҆શੑɿ.PEFSBUJPOɺࣄલνΣοΫɺݸਓ৘ใ΍ػີ৘ใͷೖྗ νΣοΫɺఢରతϓϩϯϓτ཈ࢭ • ಁ໌ੑɿࢀরݩ৘ใ • ެฏੑɿόΠΞεͷআڈ1SPNQU5FNQMBUFͰͷ;Δ·͍ࢦఆ • ੑೳɿϩάɺ"1.؂ࢹ • Ԡ౴඼࣭ɿϦάϨογϣϯςετɺલॲཧ ςΩετɺཁ໿ • ਖ਼֬ੑɿ"*ʹΑΔճ౴ੜ੒ɿσΟεΫϨʔϚʔදهɺΘ͔Βͳ͍ͱ͖͸ Θ͔Βͳ͍ͱ౴͑ͤ͞Δ1SPNQU5FNQMBUF • ݖݶɿςφϯτͷ0/ઃఆ ΦϓτΠϯ ɺจॻΞοϓϩʔυݖݶ

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Day1 (6/27) 17:00-17:30 LLM Azure OpenAI Cosmos DB LLM

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https://aws.amazon.com/jp/blogs/news/quickly-build-high-accuracy-generative-ai-applications-on- enterprise-data-using-amazon-kendra-langchain-and-large-language-models/ ΤϯλʔϓϥΠζαʔνɿ"NB[PO,FOESB ,FOESB-BOH$IBJO 4USFBNMJU ,FOESB$POOFDUPST • Amazon Aurora • Amazon S3 • Atlassian Confluence Connector • Bing Web Search Connector • Box Connector • Elasticsearch Connector • Google Drive Connector • Google Cloud Connector • GitLab Connector • LDAP Connector • Microsoft Azure AD Connector • Microsoft Dynamics 365 Connector • Microsoft Exchange Online Connector • Microsoft Teams Connector • … Many More …

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Ԡ༻ʹΉ͚ͯɿϢʔβʔମݧ ˙Α͍ମݧͷ࠷େԽ ü ྑ͍ࣄྫɿ,JOEMFΛىಈͨ͠Βߪಡͯ͠Δ΋ͷͷ৽ץ͕Ҋ಺͞ΕͨΓɺອըΛങͬͨΒࣅͨͪΐ͏Ͳཉ͠ ͍ͱࢥ͑Δॻ੶͕Ϩίϝϯυ͞ΕΔ ü ѱ͍ࣄྫɿ5XJUUFS΍ϝσΟΞͷόφʔʗλʔήοτ޿ࠂ ଐੑऔͬͯΔͷʹΰϛ͹͔Γԡ͚ͭͯ͘͠Δ ˙ྑ͍ମݧͷ࠷େԽ͚ͩͰ͸ͳ͍ FYۈଵγεςϜͰ"*Λ׆༻͢Δ৔߹ ❌ମݧͷ࠷େԽɿεϚϗͰλοϓ͔ͭඵͰଧࠁͰ͖Δ͜ͱ ⭕ମݧͷಁ໌Խɿଧࠁ͕Ϣʔβʔͷओۀ຿Ͱ͸ͳ͍ɻΦϑΟεʹண͍ͨΓՈͰ1$։͚ͨΒଧࠁ͞ΕΔ͜ͱ ˙छྨͷϢʔβʔମݧ ௧ΈΛղܾ͢ΔϢʔεέʔε ྑ͍ମݧΛ࠷େԽ͢ΔϢʔεέʔε ମݧΛಁ໌Խ͢ΔϢʔεέʔε

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ࠓ೔ͷ·ͱΊ • ڧΈΛ׆͔͢ • ίϛϡχςΟʹߩݙ͢Δ • τϨϯυ͔ΒػձΛ૑ग़͢Δ • --.Λຊ൪׆༻͢ΔͨΊʹ͸ɺػցֶशΤϯδχΞҎ֎ͷʮΘ ΕΘΕʯͷ౒ྗɾίϥϘϨʔγϣϯ͕ඞཁͰ͋Δ