Amazon Elasticsearch Service の使いドコロ in 福岡

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1. "NB[PO
   &MBTUJDTFBSDI
   4FSWJDF
   ͷ
   ࢖͍υίϩ 
   ౻ຊਅ࢘ #cmdevio2017
2. ࣗݾ঺հ  w౻ຊਅ࢘
   w"84
   ࣄۀ෦
 "84
   ʹؔ͢Δ͜ͱΛ
 ৭ʑͱ΍ͬͯ·͢
   w͔Β͋͛ͷ੟஍ੜ·Ε
   w
   ೥ϒϩάຊ਺
   Ґ
3.  Ϋϥεϝιουͱ
   &MBTUJDTFBSDIʁ
4. &MBTUJD
   ࣾͷύʔτφʔ 
5. ϞόΠϧΞϓϦαʔϏε෦  w&MBTUJDTFBSDI
   
   ,JCBOB
   Ͱϩάղੳ
   wΞϓϦέʔγϣϯͷΠϕϯτϩά
   wϦΫΤετछผɺϩάΠϯ਺ͷղੳ
   w"84
   ͷϩά
   w4
   ͷૢ࡞ϩά
   w4&4
   ͷό΢ϯε؅ཧ
6. w&MBTUJDTFBSDI
   ͰݕࡧΛ࣮૷ ࣄۀ։ൃ෦ 
7. "84
   ࣄۀ෦  wϓϦηʔϧε
   wશจݕࡧಋೖͷ૬ஊ
   w&MBTUJDTFBSDI
   
   ,JCBOB
   ʹΑΔϩάղੳͷ૬ஊ
   w"84
   ʹ͓͚Δ
   &MBTUJD
   4UBDL
   ج൫ͷ࢖͍ํ
   wίϯαϧςΟϯά
   w&MBTUJDTFBSDI
   ͷ؀ڥΞηεϝϯτ
   wվળఏҊ
8. ϒϩά  w&MBTUJDTFBSDI
   ೖ໳γϦʔζ
   w&MBTUJD
   4UBDL
   ͷ৽ػೳͷϨϏϡʔ
   w&MBTUJDTFBSDIɺ,JCBOBɺ-PHTUBTIɺ#FBUTɺ91BDL
   w&MBTUJDTFBSDI)BEPPQ
   ΋ษڧத
9.  Agenda
10. ࠓ೔ͷΰʔϧ  wશจݕࡧΛ஌͍ͬͯͨͩ͘
    w&MBTUJDTFBSDI
    Λ஌͍ͬͯͨͩ͘
    w&MBTUJDTFBSDI
    Λ࢖͍ͬͯͨͩ͘ΩοΧέΛ࡞Δ
11. ΞδΣϯμ  wશจݕࡧͱ
    3%#.4
    ͱ&MBTUJDTFBSDI
    ͱ
    w"84
    ʹ͓͚Δ
    &MBTUJDTFBSDI
    ར༻ͷબ୒ࢶ
12. ࠓ೔࿩͞ͳ͍͜ͱ  w&MBTUJDTFBSDI
    ͷػೳϨϕϧͷৄࡉઆ໌
    w&MBTUJDTFBSDI
    Ҏ֎ͷ
    &MBTUJD
    4UBDL
    ϓϩμΫτ
13.  શจݕࡧͱ
    
    3%#.4
    ͱ
    &MBTUJDTFBSDI
    ͱ
14.  શจݕࡧͱ͸
15. શจݕࡧͱ͸  ❝ίϯϐϡʔλʹ͓͍ͯɺෳ਺ͷจॻʢϑΝΠϧʣ͔ΒಛఆͷจࣈྻΛݕࡧ͢Δ͜ͱɻ❞
    IUUQTKBXJLJQFEJBPSHXJLJશจݕࡧ ʮશจݕࡧʯʰϑϦʔඦՊࣄయɹ΢ΟΩϖσΟΞ೔ຊޠ൛ʱΑΓ
16.  ྑ͍શจݕࡧͱ͸
17. ݕࡧਫ਼౓ͷࢦඪ  wద߹཰ͱ࠶ݱ཰
    wద߹཰
    wݕࡧͷਖ਼֬ੑɻݕࡧ݁Ռʹద੾ͳυΩϡϝϯτؚ͕·Ε͍ͯΔׂ߹ɻ w࠶ݱ཰
    wݕࡧͷ໢ཏੑɻద੾ͳυΩϡϝϯτ͕ݕࡧ݁Ռʹؚ·Ε͍ͯΔׂ߹ɻ
18. ద߹཰ͱ࠶ݱ཰ 
19. ద߹཰ͱ࠶ݱ཰ 
20. ద߹཰ͱ࠶ݱ཰ 
21.  ࠷ۙͷγεςϜͰΑ͋͘Δ ݕࡧʹٻΊΒΕΔ΋ͷ
22. ݕࡧγεςϜͷΑ͋͘Δཁ݅  wϑϦʔϫʔυݕࡧ
    wιʔτ
    wϖʔδϯά
    wϑΝδʔݕࡧ
    wϋΠϥΠτ
    wߜΓࠐΈ
    wूܭ wαδΣετ
    wྨࣅهࣄݕࡧ
    wҐஔݕࡧ
    wϨϯδݕࡧ
    wݕࡧਫ਼౓
    wੑೳ
    
23. ݕࡧγεςϜͷΑ͋͘Δཁ݅  wϑϦʔϫʔυݕࡧ
    wιʔτ
    wϖʔδϯά
    wϑΝδʔݕࡧ
    wϋΠϥΠτ
    wߜΓࠐΈ
    wूܭ wαδΣετ
    wྨࣅهࣄݕࡧ
    wҐஔݕࡧ
    wϨϯδݕࡧ
    wݕࡧਫ਼౓
    wੑೳ
    
24.  RDBMS ͱશจݕࡧ
25. w3%#.4
    ʹ͸
    42-
    ͕͋Δʂ
    wϑϦʔϫʔυݕࡧ
    w-*,&
    ߏจʹΑΔݕࡧ
    wιʔτ
    w03%&3
    #:
    ۟ʹΑΔιʔτ 3%#.4
    ͱશจݕࡧ 
26. w-*,&
    ݕࡧʹΑΔ෦෼ҰகʹΑΔநग़ 3%#.4
    ͱશจݕࡧ 
27. w3%#.4
    ʹΑΔιʔτ
    w୯ҰΧϥϜɺෳ߹ΧϥϜʹΑΔιʔτ
    w֤छσʔλܕΛιʔτՄೳ
    w਺஋ʗจࣈʗ೔෇ɾ࣌ࠁ 3%#.4
    ͱશจݕࡧ 
28. 3%#.4
    ͱશจݕࡧ  ໰୊͋Δʁ
29. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  wੑೳ໰୊
    w෦෼ҰகݕࡧͱΠϯσοΫε
    wݕࡧਫ਼౓
    wΧϥϜʹΑΔιʔτ
    w෦෼ҰகΛ׬શҰக
30. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  wੑೳ໰୊
    w෦෼ҰகݕࡧͱΠϯσοΫε
    wݕࡧਫ਼౓
    wΧϥϜʹΑΔιʔτ
    w෦෼ҰகΛ׬શҰக
31. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  w3%#.4
    ͷݕࡧੑೳΛ্͛Δۙಓ͸ΠϯσοΫε
    w෦෼Ұக͸ΠϯσοΫε͕ػೳ͠ͳ͍
32. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  wੑೳ໰୊
    w෦෼ҰகݕࡧͱΠϯσοΫε
    wݕࡧਫ਼౓
    wΧϥϜʹΑΔιʔτ
    w෦෼ҰகΛ׬શҰக
33. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  wΧϥϜʹΑΔιʔτ
    wશจݕࡧʢϑϦʔϫʔυݕࡧʣʹ͓͍ͯ͸
 ΫΤϦʹ͍ۙυΩϡϝϯτΛ༏ઌతʹཉ͍͠
34. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  wੑೳ໰୊
    w෦෼ҰகݕࡧͱΠϯσοΫε
    wݕࡧਫ਼౓
    wΧϥϜʹΑΔιʔτ
    w෦෼ҰகΛ׬શҰக
35. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  w෦෼ҰகΛ׬શҰக
    wදهͷΏΒ͗
    wʮαʔόʔʯͱʮαʔόʯ
    wಉٛޠɾྨٛޠ
    wʮΫϥεϝιουʯͱʮΫϥϝιʯ wಈࢺɾܗ༰ࢺ౳ͷ඼ࢺؒͷ౷Ұ
    wʮඒຯ͍͠ʯͱʮඒຯ͠͞ʯ
    wશ֯ʗ൒֯ɾେจࣈʗখจࣈ
    wʮ̨̖̬ʯͱʮBXTʯ
36.  RDBMS ͷࡧҾܕશจݕࡧ
37. શจݕࡧʢHSFQ
    ܕ
    WT
    ࡧҾܕʣ  wHSFQ
    ܕ wࡧҾܕ  YYYYYYYYYYYYYYYYYYYYY YYYYY  YYYYYYYYYYYYYYYYYYYYY YYYYY  YYYYYYYYYYYYYYYYYYYYY YYYYY  YYYYYYYYYYYYYYYYYYYYY YYYYY  YYYYYYYYYYYYYYYYYYYYY YYYYY  YYYYYYYYYYYYYYYYYYYYY YYYYY xxxx xxxx xxxx xxxx xxxx xxxx xxxx xxxx
38. 3%#.4
    ͷશจݕࡧ  w3%#.4
    ΋શจݕࡧΛػೳͱͯ͠อ༗
    w.Z42-
    ͱશจݕࡧ
    w.Z42-
    
    ɿ
    .Z*4".
    ͷશจݕࡧػೳϦϦʔε
    w.Z42-
    
    ɿ
    *OOP%#
    ʹશจݕࡧػೳϦϦʔεʢ೔ຊޠະରԠʣ
    w.Z42-
    
    ɿ
    *OOP%#
    ͷશจݕࡧͷ೔ຊޠରԠ
    w/(SBNɺ.FDBCʹΑΔܗଶૉղੳʢ3%4
    GPS
    .Z42-
    ͸
    .FDBC
    ະରԠʣ
39. 3%#.4
    ͷશจݕࡧͰ໰୊ղܾʁ  wੑೳ໰୊
    wసஔΠϯσοΫεʹΑΔΠϯσοΫε
    wݕࡧਫ਼౓
    wΫΤϦͱͷϚον౓ʹΑΔιʔτ
40. 3%#.4
    ͷશจݕࡧͰ໰୊ղܾʁ  wੑೳ໰୊
    wసஔΠϯσοΫεʹΑΔΠϯσοΫε
    wݕࡧਫ਼౓
    wΫΤϦͱͷϚον౓ʹΑΔιʔτ
41. సஔΠϯσοΫεʹΑΔΠϯσοΫε 
42. సஔΠϯσοΫεʹΑΔΠϯσοΫε  wύʔαʔʹԠͨ͡
    5FSN
    ʹ෼ղʢ.FDBC
    ύʔαʔͷ৔߹ʣ
43. సஔΠϯσοΫεʹΑΔΠϯσοΫε  wύʔαʔʹԠͨ͡
    5FSN
    ʹ෼ղ
 ʢ/(SBN
    ύʔαʔ
    ࠷େɾ࠷খจࣈͷ৔߹ʣ
44. సஔΠϯσοΫεʹΑΔΠϯσοΫε  w෼ղͨ͠
    5FSN
    ͰΠϯσοΫεΛੜ੒
45. σʔλϕʔε సஔΠϯσοΫεʹΑΔΠϯσοΫε 
46. సஔΠϯσοΫεʹΑΔݕࡧ  w42-
    ʹΑΔશจݕࡧ
47. సஔΠϯσοΫεʹΑΔݕࡧ  wݕࡧΫΤϦ΋
    5FSN
    ʹ෼ղ
 ʢ/"563"-
    -"/(6"(&
    .0%&ͷ৔߹ʣ
48. 3%#.4
    ͷશจݕࡧͰ໰୊ղܾʁ  wੑೳ໰୊
    wసஔΠϯσοΫεʹΑΔΠϯσοΫε
    wݕࡧਫ਼౓
    wΫΤϦͱͷϚον౓ʹΑΔιʔτ
49. ΫΤϦͱͷϚον౓ʹΑΔιʔτ  wUGJEG
    ʹΑΔείΞϦϯά
    w5FSN
    'SFRVFODZ
    
    ୯ޠͷग़ݱස౓
    wυΩϡϝϯτʹؚ·ΕΔΫΤϦͷݸ਺͕ଟ͍΄Ͳ
    5'
    ͕ߴ͍
    w*OWFSTF
    %PDVNFOU
    'SFRVFODZ
    
    ٯจॻස౓ʢ୯ޠͷرগੑʣ
    wશυΩϡϝϯτʹؚ·Ε͍ͯΔΫΤϦͷݸ਺͕গͳ͍΄Ͳ
    *%'
    ͕ߴ͍
50. ΫΤϦͱͷϚον౓ʹΑΔιʔτ  5FSN
    'SFRVFODZ
    ݕࡧจࣈɿϒϩά
    
    
    
     ϒϩάΛ
    ؚͭΉલऀͷํ͕
 5'
    ͕ߴ͍ %FWFMPQFST*0͸ࢼͯ͠Έͨܥٕज़ϒϩάͰ͢ɻ
    ϒϩάΛ௨ͯ͠ΫϥεϝιουΛ஌ͬͯ΋Β͑Δͱ޾͍Ͱ͢ɻ ౻ຊਅ࢘Ͱ͢ɻ"84
    ͷιϦϡʔγϣϯΞʔΩςΫτΛ΍͍ͬͯ·͢ɻ
    ٕज़৘ใΛϒϩάͰൃ৴͍ͯ͠·͢ɻ
51. ΫΤϦͱͷϚον౓ʹΑΔιʔτ  *OWFSTF
    %PDVNFOU
    'SFRVFODZ
    ݕࡧจࣈɿϒϩά
    "84
     ยํʹؚ͔͠·Εͳ͍
    "84
    ͷํ͕
 *%'
    ͕ߴ͍ %FWFMPQFST*0͸ࢼͯ͠Έͨܥٕज़ϒϩάͰ͢ɻ
    ϒϩάΛ௨ͯ͠ΫϥεϝιουΛ஌ͬͯ΋Β͑Δͱ޾͍Ͱ͢ɻ ౻ຊਅ࢘Ͱ͢ɻ"84
    ͷιϦϡʔγϣϯΞʔΩςΫτΛ΍͍ͬͯ·͢ɻ
    ٕज़৘ใΛϒϩάͰൃ৴͍ͯ͠·͢ɻ
52. ΫΤϦͱͷϚον౓ʹΑΔιʔτ  UGJEG
    ݕࡧจࣈɿϒϩά
    "84
     5'
    ͸ಉ͕ͩ͡ɺ*%'
    ͕ߴ͍
    "84
    ΛؚΉ
 ޙऀͷํ͕είΞ͕ߴ͍ %FWFMPQFST*0͸ࢼͯ͠Έͨܥٕज़ϒϩάͰ͢ɻ
    ϒϩάΛ௨ͯ͠ΫϥεϝιουΛ஌ͬͯ΋Β͑Δͱ޾͍Ͱ͢ɻ ౻ຊਅ࢘Ͱ͢ɻ"84
    ͷιϦϡʔγϣϯΞʔΩςΫτΛ΍͍ͬͯ·͢ɻ
    ٕज़৘ใΛϒϩάͰൃ৴͍ͯ͠·͢ɻ
53. ΫΤϦͱͷϚον౓ʹΑΔιʔτ  ʮtf-idfʯʰϑϦʔඦՊࣄయɹ΢ΟΩϖσΟΞ೔ຊޠ൛ʱΑΓ https://ja.wikipedia.org/wiki/Tf-idf
54. 3%#.4
    ͷશจݕࡧ  ໰୊ղܾʁ
55. 3%#.4
    ʹ͓͚Δશจݕࡧͷ໰୊  wੑೳ໰୊
    wΠϯσοΫε͕Ͱ͖ͨͱ͸͍͑ɺσʔλ͕૿͑͗͢Δͱɻɻɻ
    wΠϯσοΫεͷංେԽʹΑΔύϑΥʔϚϯεྼԽ
    wݕࡧਫ਼౓
    wγϯϓϧͳ
    UGJEG
    ʹΑΔείΞϦϯά
    wਖ਼نԽ
56. 3%#.4
    ʹ͓͚Δݕࡧͷ໰୊  w෦෼ҰகΛ׬શҰக
    wදهͷΏΒ͗
    wʮαʔόʔʯͱʮαʔόʯ
    wಉٛޠɾྨٛޠ
    wʮΫϥεϝιουʯͱʮΫϥϝιʯ wಈࢺɾܗ༰ࢺ౳ͷ඼ࢺؒͷ౷Ұ
    wʮඒຯ͍͠ʯͱʮඒຯ͠͞ʯ
    wશ֯ʗ൒֯ɾେจࣈʗখจࣈ
    wʮ̨̖̬ʯͱʮBXTʯ
57.  Elasticsearch ͷશจݕࡧ
58. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wੑೳ໰୊
    w෼ࢄॲཧʹΑΔੑೳ޲্
    wݕࡧਫ਼౓
    w#.
    ʹΑΔείΞϦϯά
    wଟ͘ͷਖ਼نԽख๏
59. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wੑೳ໰୊
    w෼ࢄॲཧʹΑΔੑೳ޲্
    wݕࡧਫ਼౓
    w#.
    ʹΑΔείΞϦϯά
    wଟ͘ͷਖ਼نԽख๏
60. ෼ࢄॲཧʹΑΔੑೳ໰୊ͷղܾ 
61. ෼ࢄॲཧʹΑΔੑೳ໰୊ͷղܾ 
62. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wੑೳ໰୊
    w෼ࢄॲཧʹΑΔੑೳ޲্
    wݕࡧਫ਼౓
    w#.
    ʹΑΔείΞϦϯά
    wଟ͘ͷਖ਼نԽख๏
63. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  w#.
    ʹΑΔείΞϦϯά
    wUGJEG
    ͸υΩϡϝϯτͷจॻྔ͕ଟ͍΄Ͳ
    5'
    ͕ߴ͘ͳΓɺ
 είΞ͕େ͖͘ͳΔ܏޲ʹ͋Δ
    w#.
    ͸υΩϡϝϯτͷ௕͕͞είΞʹӨڹ͢Δ
64. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wੑೳ໰୊
    w෼ࢄॲཧʹΑΔੑೳ޲্
    wݕࡧਫ਼౓
    w#.
    ʹΑΔείΞϦϯά
    wଟ͘ͷਖ਼نԽख๏
65. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wਖ਼نԽʹΑΔݕࡧਫ਼౓ͷ޲্
66. &MBTUJDTFBSDI
    ʹΑΔ໰୊ͷղܾ  wਖ਼نԽʹΑΔݕࡧਫ਼౓ͷ޲্
67.  ࠷ۙͷγεςϜͰݕࡧʹٻΊΒΕΔ΋ͷ
68. ݕࡧγεςϜͷཁ݅  wϑϦʔϫʔυݕࡧ
    wιʔτ
    wϖʔδϯά
    wϑΝδʔݕࡧ
    wϋΠϥΠτ
    wߜΓࠐΈ
    wूܭ wαδΣετ
    wྨࣅهࣄݕࡧ
    wҐஔݕࡧ
    wϨϯδݕࡧ
    wݕࡧਫ਼౓
    wੑೳ
    
69. &MBTUJDTFBSDI
    Ͱ࣮ݱͰ͖ΔݕࡧγεςϜͷཁ݅  wϑϦʔϫʔυݕࡧ
    wιʔτ
    wϖʔδϯά
    wϑΝδʔݕࡧ
    wϋΠϥΠτ
    wߜΓࠐΈ
    wूܭ wαδΣετ
    wྨࣅهࣄݕࡧ
    wҐஔݕࡧ
    wϨϯδݕࡧ
    wݕࡧਫ਼౓
    wੑೳ
    
70.  "84
    ؀ڥʹ͓͚Δ
    &MBTUJDTFBSDI
    ͷબ୒ࢶ
71. "84
    ؀ڥʹ͓͚Δશจݕࡧͷબ୒ࢶ  w"NB[PO
    $MPVE4FBSDI
    w&MBTUJDTFBSDI
    PO
    &$
    w"NB[PO
    &MBTUJDTFBSDI
    4FSWJDF
    w&MBTUJD
    $MPVE
72.  CloudSearch
73. "NB[PO
    $MPVE4FBSDI  w΢ΣϒαΠτ·ͨ͸ΞϓϦέʔγϣϯ޲͚ͷݕࡧαʔϏε
    w"QBDIF
    4PMS
    ϕʔε
    w&MBTUJDTFBSDI
    ϕʔεͰ͸ͳ͍͕ɺ&MBTUJDTFBSDI
    ΋
    4PMS
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