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#ChatGPTjp
#3
ChatGPT Meetup Tokyo
LLM
@yoshidashingo
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3"( 3FUSJFWBM"VHNFOUFE(FOFSBUJPOݕࡧ֦ுੜ
ʮ$:%"41&01-&ʯʹɺࣾһ͔Βͷ͍߹ΘͤʹࣗಈͰ͑Δ$IBU(15ػೳʮ$:%"41&01-&$PQJMPU$IBUʯ
https://www.cydas.co.jp/news/press/202304_people-gpt/
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⾃社のFAQをベクターデータ化
ChatGPTで回答に利⽤
ਓࣄ'"2ˍ͍߹ΘͤཤྺΛϕΫλʔσʔλԽ
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σϞ
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ຊ൪༻ͷ--.ΞϓϦέʔγϣϯΛͭ͘Δ
--.ͰΫʔϧͳͷΛ࡞Δͷ؆୯͕ͩຊ൪ϨϕϧͷͷΛ࡞Δͷඇৗʹ͍͠
՝ͱղܾࡦ
ࣗવݴޠͷ͍͋·͍͞ ܾఆతͰͳ͍)ʹΑΔ69ෆ߹ ˠ UFNQFSBUVSFɺϓϩϯϓτ࠷ద
Խɾόʔδϣχϯάཧ
ίετͱϨΠςϯγʔ ˠਪʹ͏ϞσϧબఆɺτʔΫϯͷௐɺ ݱঢ়
ϨΠςϯ
γʔղੳ
ϓϩϯϓςΟϯά ϑΝΠϯνϡʔχϯά ͦΕҎ֎
• ϓϩϯϓτνϡʔχϯάɿ&NCFEEJOHTΛೖΕସ͑Δ 044ͰͷΈՄೳ
• ϑΝΠϯνϡʔχϯάɿλεΫʹ࠷దԽͤ͞ΔͨΊͷαϯϓϧ͕ੑೳʹӨڹˠ͕ɺ͋·ΓظͰ͖ͳ͍
• ৠཹϑΝΠϯνϡʔχϯάɿ5FYUEBWJODJ େ
Ͱ--B." খ
ͷνϡʔχϯάʹ͏ˠ"MQBDB খ
• &NCFEEJOHTϕΫλʔετΞɿ'FXTIPUT
ޙํޓੑͱલํޓੑ
• ৽͍͠Ϟσϧશମతʹ༏ΕͯΔ͔͠Εͳ͍͕ɺྼ͍ͬͯΔϢʔεέʔε͋Δͣ
• લͷϞσϧʹରͯ͠͏·͘ಈ͍͍ͯͨϓϩϯϓτ͕͏·͘ಈ͔ͳ͍߹ɺͲΜͳҙਤͰϓϩϯϓτ͕νϡʔ
χϯά͞Ε͍ͯΔ͔ ढจ όουϓϥΫςΟε
Θ͔Βͳ͘ͳΔ
IUUQTIVZFODIJQDPNMMNFOHJOFFSJOHIUNM
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ຊ൪༻ͷ--.ΞϓϦέʔγϣϯΛͭ͘Δ
ෳͷλεΫͰ੍ޚ͞ΕΔϑϩʔߏΛͲ͏͢Δ͔ɺπʔϧͷΈࠐΈ
• ϓϩάϥϛϯάʹΑΔ੍ޚϑϩʔͷ࣮
• --.ΤʔδΣϯτʹΑΔஞ੍࣍ޚ
༗ͳϢʔεέʔε
• "*ΞγελϯτɿεέδϡʔϧཧɺϝϞ࡞ɺϖΞϓϩɺϝʔϧରԠɺ༧ɺങ͍ λεΫΛ͜ͳ͢
• νϟοτCPUɿίϯύχΦϯ จࣈԻͰ૬ஊΞΠσΞͳͲͷձ
• ϓϩάϥϛϯάήʔϜɿ8FCΞϓϦΛͭ͘ΔɺηΩϡϦςΟͷڴҖΛൃݟ͢ΔɺήʔϜΛ࡞͢Δ
• ϥʔχϯάɿຊͷཁɺߨٛɺཧղςετɺ࠾ϑΟʔυόοΫɺσΟϕʔτ૬ख
• ࣾσʔλநग़ɿࣗવݴޠ2"ܗࣜͰࣾͷσʔλΛরձ͢Δ
• ݕࡧɾਪનɿΩʔϫʔυͰͳࣗ͘વݴޠ͔Βਪఆ͢Δݕࡧ
• ӦۀޮΞοϓ
• 4&0ରࡦ
• ݁
એจ۟Λແࢹͯ͠ϲ݄ޙʹఆணͯ͠Δ͔֬ೝ͢Δ
αϚϦʔΛಡΉ
࠷৽ͷπʔϧʹ৮ΕΔΑ͏ʹ৺͕͚Δ
IUUQTIVZFODIJQDPNMMNFOHJOFFSJOHIUNM
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બఆཧ༝
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Microsoft Build 2023 で発表された Cosmos DB 注⽬アップデート
https://speakerdeck.com/miyake/microsoft-build-2023-cosmos-db-update?slide=9
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$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
$PTNPT%##MPC4UPSBHF
\
TDPSF
IJHIMJHIUTVOEFGJOFE
EPDVNFOU\
DPOUFOU͋͋͋͋͋͋͋͋͋͋͋͋͋
NFUBEBUB@TUPSBHF@QBUIYYYYYYYYYY
^
^
\
TDPSF
IJHIMJHIUTVOEFGJOFE
EPDVNFOU\
DPOUFOUb͍͍͍͍͍͍͍͍͍͍͍͍͍
NFUBEBUB@TUPSBHF@QBUIYYYYYYYYYYYY
^
^
\
@JEOFX0CKFDU*E FGCCBCGCF
DPOUFOUb࣭ʹؔ࿈ͨ͠ίϯςϯπ͕ͳͯ͘ΉΓΓฦͯ͠͠·͏ؔ
ͳ͍ίϯςϯπ
WFDUPS$POUFOU<
தུʜ࣍ݩશ෦
NPSFJUFNT
>
^
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࣭อূ
• Ϣχοτςετɿඞਢ
• ηΩϡϦςΟɿ8"'ωοτϫʔΫઃఆ
• ҆શੑɿ.PEFSBUJPOɺࣄલνΣοΫɺݸਓใػີใͷೖྗ
νΣοΫɺఢରతϓϩϯϓτࢭɺ
• ಁ໌ੑɿࢀরݩใ
• ެฏੑɿόΠΞεͷআڈ1SPNQU5FNQMBUFͰͷ;Δ·͍ࢦఆ
• ੑೳɿϩάɺ"1.ࢹ
• Ԡ࣭ɿϦάϨογϣϯςετɺલॲཧ ςΩετɺཁ
• ਖ਼֬ੑɿ"*ʹΑΔճੜσΟεΫϨʔϚʔɺΘ͔Βͳ͍ͱ͖Θ͔Β
ͳ͍ͱ͑ͤ͞Δ1SPNQU5FNQMBUF
• ݖݶɿςφϯτͷ0/ઃఆ ΦϓτΠϯ
ɺจॻΞοϓϩʔυݖݶ
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Day1 (6/27) 17:00-17:30
LLM Azure OpenAI Cosmos DB
LLM