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

イベント情報→https://linedevelopercommunity.connpass.com/event/322368/

Transcript

1. Α͏͔Μ !JOPVF
   
   
    -*/&Ͱ"*઎͍ࢣʹ૬ஊͰ͖Δ
   
   l"*઎͍͘Μzͷ։ൃվળͷաఔ 
   ສਓ͕ར༻͢ΔެࣜΞΧ΢ϯτͷ6*69
    -*/&
   ΦϑϥΠϯ
   .FFUVQ
   
   
2. Ҫ্ཅհ
   
   Α͏͔Μ ؔ੢ͷେֶੜ
   
   -*/&
   "1*
   &YQFSU
   -*/&
   "1*Λ࢖ͬͨϓϩμΫτͷ։ൃΛओʹෳ਺ࣾͰιϑτ΢ΣΞ ΤϯδχΞͱͯ͠׆ಈத
   ೥݄ΑΓQJDPOʹδϣΠϯ͠ɺ"*νϟοτ͘Μ"*઎͍͘ ΜΛ͸͡Ίͱͨ͠-*/&Yੜ੒"*αʔϏεͷ։ൃʹܞΘΔ
   ޷͖ಘҙͳ͜ͱɿ🏃
   
   🧑🍳
   
   ✈
   !JOPVF !JOPVF
3. QJDPOͱͷग़ձ͍
4. QJDPOͱͷग़ձ͍
5. QJDPOͱͷग़ձ͍ &YQFSUͷ࢓ࣄൃݟʂ
6. QJDPOͱͷग़ձ͍
7. QJDPOͱͷग़ձ͍
8. IUUQTEFWFMPQFSTMJOFCJ[KBEPDTQBSUOFSEPDTNBSLBTSFBE QJDPOͱͷग़ձ͍
9. QJDPOͱͷग़ձ͍ ɾreplayMessageͰQuickReplyΛར༻͍ͯ͠Δ ɾitemsͷ2~3͔͍ͭ͠Εͯͳ͍ͷʹ400 Bad Requestͱฦͬͯ͘Δ ɾຖճ͡Όͳͯͨ͘·ʹ IUUQTMJOFNFTTBHFWBMJEBUPSWFSDFMBQQ \
   
   
   NFTTBHF
   5IF
   SFRVFTU
   CPEZ
   IBT
   
   FSSPS T 
   
   
   EFUBJMT
   <
   
   
   
   
   \
   
   
   
   
   
   
   NFTTBHF
   AMBCFMA
   NVTU
   OPU
   CF
   MPOHFS
   UIBO
   
   DIBSBDUFST
   
   
   
   
   
   
   QSPQFSUZ
   NFTTBHFT<>RVJDL3FQMZJUFNT<>BDUJPO
   
   
   
   
   ^
   
   
   >
   ^
10. ҎલͷൃදΛެ։͠·ͨ͠ʂ
16. "*઎͍͘ΜΛ࢝ΊΔ
17. ΞδΣϯμ
    
    "*઎͍͘Μͱ-*/&"1*׆༻ज़
      "*઎͍͘Μͷػೳ
    
    ֤઎͍ͱ-*/&"1*
    
    Ϧονϝχϡʔ
    
    ·ͱΊ
18. ΞδΣϯμ
    
    "*઎͍͘Μͱ-*/&"1*׆༻ज़
      "*઎͍͘Μͷػೳ
    
    ֤઎͍ͱ-*/&"1*
    
    Ϧονϝχϡʔ
    
    ·ͱΊ
19. "*઎͍͘Μ
    
    Φʔϥ઎͍  ແྉͰ࣮ࢪՄೳ
     ೥ྸੑผ͔ΒΦʔϥΛ਍அ
     ਍அ݁ՌΛಛผͳը૾Ͱ͓஌Βͤ
20. "*઎͍͘Μ
    
    λϩοτ઎͍  ͓೰ΈΛݩʹλϩοτΧʔυΛҾ ͖ͳ͕Β઎͍Λ࣮ࢪ
     ෳ਺ͷλʔϯʢձ࿩ʣΛݩʹਐߦ
     ݱࡏ༑ୡొ࿥Ͱॳճ෼ؒແྉ
21. "*઎͍͘Μ
    
    ਫ਼ີؑఆ  ௕จͷґཔ͔ΒؑఆΛ͓ئ͍Ͱ͖Δ
     λʔϯͷ઎͍λΠϓ
     ؑఆ݁Ռͷ๯಄͸ແྉͰಡΉ͜ͱ͕ Ͱ͖·͢
22. "*઎͍͘Μ
    
    ݸੑ๛͔ͳ"*઎͍ࢣ ਺໊ͷ͞·͟·ͳಛ௃Λ࣋ͬͨ"* ઎͍ࢣΛબ୒͠ɺͦͷ઎͍ࢣʹ֤छ ઎͍ʢλϩοτ઎͍ɾਫ਼ີؑఆʣΛ ߦͬͯ΋Β͏͜ͱ͕Մೳ
23. ΞδΣϯμ
    
    "*઎͍͘Μͱ-*/&"1*׆༻ज़
      "*઎͍͘Μͷػೳ
    
    ֤઎͍ͱ-*/&"1*
    
    Ϧονϝχϡʔ
    
    ·ͱΊ
24. Φʔϥ઎͍ͱ-*/&"1* ϕʔεը૾ʹɺϢʔβʔ͝ͱ ʹಈతͳ෦෼Λॻ͖ࠐΈɺϢ ʔβʔ͝ͱͷը૾Λੜ੒ɻ࠷ ऴతʹ͸ϩϯάͳ 'MFY.FTTBHFʹͯ͠Ϣʔβ ʔʹૹ෇
25. \
    
    
    UZQF
    CVCCMF
    
    
    EJSFDUJPO
    MUS
    
    
    CPEZ
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    UZQF
    CPY
    
    
    
    
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    ^
    
    
    
    ΞΫηϓτൺͱQBEEJOH"MM͕ॏཁɹ Φʔϥ઎͍ͱ-*/&"1*
26. ͦͷ৔ͰλϩοτΛҾ͖ɺ઎͍Λߦ ͏͜ͱ͕Մೳ \
    
    
    UZQF
    CVCCMF
    
    
    EJSFDUJPO
    MUS
    
    
    CPEZ
    \
    
    
    
    
    UZQF
    CPY
    
    
    
    
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    QBEEJOH"MM
    QY
    
    
    
    
    DPOUFOUT
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    \
    
    
    
    
    
    
    
    
    UZQF
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    DPOUFOUT
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    UZQF
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    UZQF
    JNBHF
    
    
    
    
    
    
    
    
    
    
    
    VSM
    IUUQTQMBDFIPMEKQYQOH
    
    
    
    
    
    
    
    
    
    
    
    TJ[F
    GVMM
    
    
    
    
    
    
    
    
    
    
    
    BTQFDU3BUJP
    
    
    
    
    
    
    
    
    
    
    
    ^
    
    
    
    
    
    
    
    
    \
    
    
    
    
    
    
    
    
    
    
    UZQF
    JNBHF
    
    
    
    
    
    
    
    
    
    
    VSM
    IUUQTQMBDFIPMEKQYQOH
    
    
    
    
    
    
    
    
    
    
    TJ[F
    GVMM
    
    
    
    
    
    
    
    
    
    
    
    BTQFDU3BUJP
    
    
    
    
    
    
    
    
    
    
    
    ^
    
    
    
    
    
    
    
    
    >
    
    
    
    
    
    
    ^
    
    
    
    
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    ^
    ^ Φʔϥ઎͍ͱ-*/&"1*
27. ෼՝͔ۚͩΒͰ͖Δ͜ͱ ͱͯ͠ɺ઎͍த͸ੜ੒͠ ͨॱʹ1VTIϝοηʔδ Λར༻ɻ
    ΫΠοΫϦϓϥΠɺϩʔ σΟϯάͳͲ΋ੜ͔͠ɺ ձ࿩ମݧΛ௥ٻ͍ͯ͠Δ
    ˠEFNP λϩοτ઎͍ͱ-*/&"1*
28. -*''Λ࢖͓ͬͯ೰Έ Λืू
    աڈͷճ౴Λ֮͑ͯ ͍ΔͷͰຖճೖྗ͠ ͳͯ͘΋ྑ͍
    1VTIΛ࢖ͬͯड͚෇ ͚ͨ͜ͱΛ֬ೝ
    ˠEFNP ਫ਼ີؑఆͱ-*/&"1*
29. -*''Λ࢖ͬͯ઎͍ࢣͷϙ ʔλϧαΠτΛߏங
    Ϣʔβʔ͸઎͍ࢣͷϓϩ ϑΟʔϧͳͲΛબ୒ͯ͠઎ ͍ʹਐΉ͜ͱ͕Մೳ
    ઎͍ޙ͸Ϧονϝχϡʔ ΋࿈ಈ͠ɺ௚ۙʹར༻͠ ͨ઎͍ࢣʹ͙͢ΞΫηε Մೳ
    ˠEFNP ઎͍ࢣͷ੾Γସ͑ͱ-*/&"1*
30. ΞδΣϯμ
    
    "*઎͍͘Μͱ-*/&"1*׆༻ज़
      "*઎͍͘Μͷػೳ
    
    ֤઎͍ͱ-*/&"1*
    
    Ϧονϝχϡʔ
    
    ·ͱΊ
31. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ
32. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘
33. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ Ϧονϝχϡʔͷඥ෇͚ͱ 'MFY.FTTBHFͷૹ෇ߦ͍͍ͨˠ
    ͔͠͠ɺҰؾʹߦ͏ͱը໘͕๩͍͠
34. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ ʲཧ૝ʳ
35. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ ϝχϡʔͷΞλονͱ'MFY.FTTBHF ͷૹ৴͸͍ͯ͠Δ΋ͷͷɺดͯ͘͡Ε ͍ͯΔͱخ͍͠˕ ʲཧ૝ʳ
36. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘ ϝχϡʔͷΞλονͱ'MFY.FTTBHF ͷૹ৴͸͍ͯ͠Δ΋ͷͷɺดͯ͘͡Ε ͍ͯΔͱخ͍͠˕
    ϦονϝχϡʔͷઃఆͰσϑΥϧτ ͷද߲ࣔ໨ TFMFDUFE ΛGBMTFʹ͢ Ε͹ʁ
    ˠ͔࣍Β͸σϑΥϧτදࣔͯ͠ཉ͠ ͍ͷͰμϝ✖ IUUQTEFWFMPQFSTMJOFCJ[KBSFGFSFODFNFTTBHJOHBQJSJDINFOVPCKFDU ʲཧ૝ʳ
37. 
    Ϧονϝχϡʔ
    ੍ޚ
    
    MJOL͸͍͚ͤͨ͞ͲɺσϑΥϧτͰදࣔͨ͘͠ͳ͍
    
    ϦονϝχϡʔΛ੾Γସ͑Δ௚લͷ ΞΫγϣϯʹ1PTUCBDLͰ DMPTF3JDI.FOVΛೖΕ͓ͯ͘ˠ
    ͦ͏͢Δ͜ͱͰϝχϡʔΛMJOLͨ࣌͠ ʹดͨ͡ঢ়ଶͰΞλονͰ͖Δ🎉
    ˞೥݄࣌఺ͷ৘ใͰ͋Γɺࠓޙͷಈ࡞ͷอূ͸͋Γ·ͤΜɻ ΦϯϘʔσΟϯάऴྃɹˠ ϝΠϯը໘
    \
    
    
    
    
    
    UZQF
    BDUJPO
    
    
    
    
    
    BDUJPO
    \
    
    
    
    
    
    
    
    
    
    UZQF
    QPTUCBDL
    
    
    
    
    
    
    
    
    
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    ࣍΁✨
    
    
    
    
    
    
    
    
    
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    ࣍΁✨
    
    
    
    
    
    
    
    
    
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    DMPTF3JDI.FOV
    
    
    
    
    
    
    
    
    
    ^
    
    
    ^ IUUQTEFWFMPQFSTMJOFCJ[KBSFGFSFODFNFTTBHJOHBQJQPTUCBDLBDUJPO
38. 
    αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ
39. 
    αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ
40. 
    αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ ΩϟϥԽ௥Ճ
41. 
    αʔϏεͷϑΣʔζʹԠͨ͡Ϧονϝχϡʔͷวྺ ϦϦʔε࣌ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ "*઎͍͘Μ ਫ਼ີؑఆ௥Ճ ΩϟϥԽ௥Ճ Φʔϥ઎͍௥Ճ
42. ΞδΣϯμ
    
    "*νϟοτ͘ΜػೳผʹΈΔ-*/&"1*ͷ׆༻ྫ
     
    ΩϟϥΫλʔઃఆ
    
    άϧʔϓνϟοτػೳ
    
    Ի੠ೖྗػೳ
    
    Ϧονϝχϡʔ
    
    ·ͱΊ
43. ·ͱΊ "*઎͍͘Μͷ։ൃʹܞΘΔʹ͋ͨͬͯɺ-*/&"1*Λ͏·͘࢖͍ͬͯΔϙΠ ϯτΛ͍͔ͭ͘͝঺հ͠·ͨ͠ɻ
    ৽͍͠"1*Λͭ஌Δ͚ͩͰͰ͖Δදݱ͕݁ߏ૿͑ͨΓ͢Δͱࢥ͍·͢ɻ
    ͥͻࠓޙ-*/&"1*ϓϩμΫτΛ࡞ΔࢀߟʹͳΕ͹޾͍Ͱ͢ɻ
44. એ఻ IUUQTYDPNZVLJUP@TIJCVZB
45. Α͏͔Μ !JOPVF
    
    
     -*/&Ͱ઎͍ࢣͱձ࿩Ͱ͖Δ
    
    l"*઎͍͘Μzͷ։ൃվળͷաఔ 
    ສਓ͕ར༻͢ΔެࣜΞΧ΢ϯτͷ6*69
     -*/&
    ΦϑϥΠϯ
    .FFUVQ