LINEでAI占い師に相談できる “AI占いくん”の開発/改善の過程

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Α͏͔Μ !JOPVF -*/&Ͱ"*઎͍ࢣʹ૬ஊͰ͖Δ l"*઎͍͘Μzͷ։ൃվળͷաఔ ສਓ͕ར༻͢ΔެࣜΞΧ΢ϯτͷ6*69 -*/&ΦϑϥΠϯ.FFUVQ

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Ҫ্ཅհΑ͏͔Μ ؔ੢ͷେֶੜ-*/&"1*&YQFSU -*/&"1*Λ࢖ͬͨϓϩμΫτͷ։ൃΛओʹෳ਺ࣾͰιϑτ΢ΣΞ ΤϯδχΞͱͯ͠׆ಈத ೥݄ΑΓQJDPOʹδϣΠϯ͠ɺ"*νϟοτ͘Μ"*઎͍͘ ΜΛ͸͡Ίͱͨ͠-*/&Yੜ੒"*αʔϏεͷ։ൃʹܞΘΔ ޷͖ಘҙͳ͜ͱɿ🏃🧑🍳✈ !JOPVF !JOPVF

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QJDPOͱͷग़ձ͍

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QJDPOͱͷग़ձ͍

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QJDPOͱͷग़ձ͍ &YQFSUͷ࢓ࣄൃݟʂ

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QJDPOͱͷग़ձ͍

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QJDPOͱͷग़ձ͍

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IUUQTEFWFMPQFSTMJOFCJ[KBEPDTQBSUOFSEPDTNBSLBTSFBE QJDPOͱͷग़ձ͍

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QJDPOͱͷग़ձ͍ ɾreplayMessageͰQuickReplyΛར༻͍ͯ͠Δ ɾitemsͷ2~3͔͍ͭ͠Εͯͳ͍ͷʹ400 Bad Requestͱฦͬͯ͘Δ ɾຖճ͡Όͳͯͨ͘·ʹ IUUQTMJOFNFTTBHFWBMJEBUPSWFSDFMBQQ \ NFTTBHF5IFSFRVFTUCPEZIBTFSSPS T EFUBJMT< \ NFTTBHFAMBCFMANVTUOPUCFMPOHFSUIBO DIBSBDUFST QSPQFSUZ NFTTBHFT<>RVJDL3FQMZJUFNT<>BDUJPO ^ > ^

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ҎલͷൃදΛެ։͠·ͨ͠ʂ

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"*઎͍͘ΜΛ࢝ΊΔ

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ΞδΣϯμ"*઎͍͘Μͱ-*/&"1*׆༻ज़ "*઎͍͘Μͷػೳ ֤઎͍ͱ-*/&"1* Ϧονϝχϡʔ ·ͱΊ

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ΞδΣϯμ"*઎͍͘Μͱ-*/&"1*׆༻ज़ "*઎͍͘Μͷػೳ ֤઎͍ͱ-*/&"1* Ϧονϝχϡʔ ·ͱΊ

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"*઎͍͘ΜΦʔϥ઎͍ ແྉͰ࣮ࢪՄೳ ೥ྸੑผ͔ΒΦʔϥΛ਍அ ਍அ݁ՌΛಛผͳը૾Ͱ͓஌Βͤ

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"*઎͍͘Μλϩοτ઎͍ ͓೰ΈΛݩʹλϩοτΧʔυΛҾ ͖ͳ͕Β઎͍Λ࣮ࢪ ෳ਺ͷλʔϯʢձ࿩ʣΛݩʹਐߦ ݱࡏ༑ୡొ࿥Ͱॳճ෼ؒແྉ

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"*઎͍͘Μਫ਼ີؑఆ ௕จͷґཔ͔ΒؑఆΛ͓ئ͍Ͱ͖Δ λʔϯͷ઎͍λΠϓ ؑఆ݁Ռͷ๯಄͸ແྉͰಡΉ͜ͱ͕ Ͱ͖·͢

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"*઎͍͘Μݸੑ๛͔ͳ"*઎͍ࢣ ਺໊ͷ͞·͟·ͳಛ௃Λ࣋ͬͨ"* ઎͍ࢣΛબ୒͠ɺͦͷ઎͍ࢣʹ֤छ ઎͍ʢλϩοτ઎͍ɾਫ਼ີؑఆʣΛ ߦͬͯ΋Β͏͜ͱ͕Մೳ

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ΞδΣϯμ"*઎͍͘Μͱ-*/&"1*׆༻ज़ "*઎͍͘Μͷػೳ ֤઎͍ͱ-*/&"1* Ϧονϝχϡʔ ·ͱΊ

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Φʔϥ઎͍ͱ-*/&"1* ϕʔεը૾ʹɺϢʔβʔ͝ͱ ʹಈతͳ෦෼Λॻ͖ࠐΈɺϢ ʔβʔ͝ͱͷը૾Λੜ੒ɻ࠷ ऴతʹ͸ϩϯάͳ 'MFY.FTTBHFʹͯ͠Ϣʔβ ʔʹૹ෇

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\ UZQFCVCCMF EJSFDUJPOMUS CPEZ\ UZQFCPY MBZPVUWFSUJDBM QBEEJOH"MMQY DPOUFOUT< \ UZQFJNBHF VSMIUUQTQMBDFIPMEKQYQOH TJ[FGVMM BTQFDU3BUJP ^ > ^ը૾Λ'MFY.FTTBHFͷ࠷େ·Ͱ޿͛Δํ๏ ^ΞΫηϓτൺͱQBEEJOH"MM͕ॏཁɹ Φʔϥ઎͍ͱ-*/&"1*

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ͦͷ৔ͰλϩοτΛҾ͖ɺ઎͍Λߦ ͏͜ͱ͕Մೳ \ UZQFCVCCMF EJSFDUJPOMUS CPEZ\ UZQFCPY MBZPVUWFSUJDBM QBEEJOH"MMQY DPOUFOUT< \ UZQFCPY MBZPVUWFSUJDBM DPOUFOUT< \ UZQFJNBHF VSMIUUQTQMBDFIPMEKQYQOH TJ[FGVMM BTQFDU3BUJP ^ \ UZQFJNBHF VSMIUUQTQMBDFIPMEKQYQOH TJ[FGVMM BTQFDU3BUJP ^ \ UZQFJNBHF VSMIUUQTQMBDFIPMEKQYQOH TJ[FGVMM BTQFDU3BUJP ^ > ^ > ^ ^ Φʔϥ઎͍ͱ-*/&"1*

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෼՝͔ۚͩΒͰ͖Δ͜ͱ ͱͯ͠ɺ઎͍த͸ੜ੒͠ ͨॱʹ1VTIϝοηʔδ Λར༻ɻ ΫΠοΫϦϓϥΠɺϩʔ σΟϯάͳͲ΋ੜ͔͠ɺ ձ࿩ମݧΛ௥ٻ͍ͯ͠Δ ˠEFNP λϩοτ઎͍ͱ-*/&"1*

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-*''Λ࢖͓ͬͯ೰Έ Λืू աڈͷճ౴Λ֮͑ͯ ͍ΔͷͰຖճೖྗ͠ ͳͯ͘΋ྑ͍ 1VTIΛ࢖ͬͯड͚෇ ͚ͨ͜ͱΛ֬ೝ ˠEFNP ਫ਼ີؑఆͱ-*/&"1*

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-*''Λ࢖ͬͯ઎͍ࢣͷϙ ʔλϧαΠτΛߏங Ϣʔβʔ͸઎͍ࢣͷϓϩ ϑΟʔϧͳͲΛબ୒ͯ͠઎ ͍ʹਐΉ͜ͱ͕Մೳ ઎͍ޙ͸Ϧονϝχϡʔ ΋࿈ಈ͠ɺ௚ۙʹར༻͠ ͨ઎͍ࢣʹ͙͢ΞΫηε Մೳ ˠEFNP ઎͍ࢣͷ੾Γସ͑ͱ-*/&"1*

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ΞδΣϯμ"*઎͍͘Μͱ-*/&"1*׆༻ज़ "*઎͍͘Μͷػೳ ֤઎͍ͱ-*/&"1* Ϧονϝχϡʔ ·ͱΊ

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ Ϧονϝχϡʔͷඥ෇͚ͱ 'MFY.FTTBHFͷૹ෇ߦ͍͍ͨˠ ͔͠͠ɺҰؾʹߦ͏ͱը໘͕๩͍͠

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ ʲཧ૝ʳ

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ ϝχϡʔͷΞλονͱ'MFY.FTTBHF ͷૹ৴͸͍ͯ͠Δ΋ͷͷɺดͯ͘͡Ε ͍ͯΔͱخ͍͠˕ ʲཧ૝ʳ

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ ϝχϡʔͷΞλονͱ'MFY.FTTBHF ͷૹ৴͸͍ͯ͠Δ΋ͷͷɺดͯ͘͡Ε ͍ͯΔͱخ͍͠˕ ϦονϝχϡʔͷઃఆͰσϑΥϧτ ͷද߲ࣔ໨ TFMFDUFE ΛGBMTFʹ͢ Ε͹ʁ ˠ͔࣍Β͸σϑΥϧτදࣔͯ͠ཉ͠ ͍ͷͰμϝ✖ IUUQTEFWFMPQFSTMJOFCJ[KBSFGFSFODFNFTTBHJOHBQJSJDINFOVPCKFDU ʲཧ૝ʳ

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Ϧονϝχϡʔ੍ޚMJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍ ϦονϝχϡʔΛ੾Γସ͑Δ௚લͷ ΞΫγϣϯʹ1PTUCBDLͰ DMPTF3JDI.FOVΛೖΕ͓ͯ͘ˠ ͦ͏͢Δ͜ͱͰϝχϡʔΛMJOLͨ࣌͠ ʹดͨ͡ঢ়ଶͰΞλονͰ͖Δ🎉 ˞೥݄࣌఺ͷ৘ใͰ͋Γɺࠓޙͷಈ࡞ͷอূ͸͋Γ·ͤΜɻ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ \ UZQFBDUJPO BDUJPO\ UZQFQPTUCBDL EBUB࣍΁✨ MBCFM࣍΁✨ EJTQMBZ5FYU࣍΁✨ JOQVU0QUJPODMPTF3JDI.FOV ^ ^ IUUQTEFWFMPQFSTMJOFCJ[KBSFGFSFODFNFTTBHJOHBQJQPTUCBDLBDUJPO

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αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ

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αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ

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αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ ΩϟϥԽ௥Ճ

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αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ ΩϟϥԽ௥Ճ Φʔϥ઎͍௥Ճ

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ΞδΣϯμ"*νϟοτ͘ΜػೳผʹΈΔ-*/&"1*ͷ׆༻ྫ ΩϟϥΫλʔઃఆ άϧʔϓνϟοτػೳ Ի੠ೖྗػೳ Ϧονϝχϡʔ ·ͱΊ

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·ͱΊ "*઎͍͘Μͷ։ൃʹܞΘΔʹ͋ͨͬͯɺ-*/&"1*Λ͏·͘࢖͍ͬͯΔϙΠ ϯτΛ͍͔ͭ͘͝঺հ͠·ͨ͠ɻ ৽͍͠"1*Λͭ஌Δ͚ͩͰͰ͖Δදݱ͕݁ߏ૿͑ͨΓ͢Δͱࢥ͍·͢ɻ ͥͻࠓޙ-*/&"1*ϓϩμΫτΛ࡞ΔࢀߟʹͳΕ͹޾͍Ͱ͢ɻ

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એ఻ IUUQTYDPNZVLJUP@TIJCVZB

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Α͏͔Μ !JOPVF -*/&Ͱ઎͍ࢣͱձ࿩Ͱ͖Δ l"*઎͍͘Μzͷ։ൃվળͷաఔ ສਓ͕ར༻͢ΔެࣜΞΧ΢ϯτͷ6*69 -*/&ΦϑϥΠϯ.FFUVQ