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アットホームな分析基盤の作り方 / Homemade Machine Learning Too...

アットホームな分析基盤の作り方 / Homemade Machine Learning Toolkits

分析基盤トーク #1
https://daft.connpass.com/event/93036/

Yuichiro Someya

July 23, 2018
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  1.  $6%" DV%//  $6%" DV%//  %FFQ-FBSOJOH".*+BO
 FUD 0VUHPJOH8FCIPPLT

    TMBDL@VJE6  DPNNBOEDSFBUFXPSLCFODI MBNCEB*OWPLF  71$ 4VCOFU /BNFλά౳
 ؀ڥಛ༗ͷઃఆ΋͜͜Ͱ΍Δ  ΠϯελϯεʹATMBDL@VJEAΛ
 λά෇͚ͯ͠ॴ༗ऀΛ؅ཧ͢Δ DSFBUFXPSLCFODI ;PPFZ
  2. ج൫঺հͦͷ̍;PPFZ  ಺੡ͷԾ૝*NBHF %FFQ-FBSOJOH".*  Λར༻Մೳ  Πϯελϯε࡞੒ͷೖΓޱΛҰຊԽ  ωοτϫʔΫɺηΩϡϦςΟपΓͷࡉ͔͍ઃఆΛٵऩ


    ར༻ଆ͸*NBHFΛ൪߸ͰબͿ͚ͩ  ࣾ಺ΠϯϑϥͷมԽʹରͯ͠͸πʔϧͷΞοϓσʔτͰରԠ  ւ֎ͷϝϯόʔ΋ར༻  IUUQTBXTBNB[PODPNKQNBDIJOFMFBSOJOHBNJT
  3. ج൫঺հͦͷίʔυ؅ཧ  ج൫ʁ   DPPLJFDVUUFSEBUBTDJFODF ࣾ಺GPSL Λར༻  ϓϩδΣΫτߏ੒ͷςϯϓϨʔτ

     ATSDEBUBA ATSDNPEFMAσʔλੜ੒ɺֶशεΫϦϓτ  AEBUBA ANPEFMTAσʔλɺϞσϧ  HJUʹ͸DIFDLJOͤͣɺ4ͱTZOD͢Δ ANBLFTZOD@EBUB@UP@TA
  4. ߟ࡯  ͷͰɺ લड़ͨ͠Α͏ͳ՝୊Λ্๊͑ͨͰ ෼ੳج൫͕ଧͪग़͢ϝϦοτ͸Կ͔ɺΛߟ͑Δ ͷ͕େࣄͩͱࢥ͏  ػցֶशΛج൫ͳ͠Ͱεέʔϧͤ͞Δͷ͕ ෆՄೳʹۙ͘ ೉͍͔͠Βɺ


    ಋೖʹ൐͏ίετ΍՝୊Λड͚ೖΕͯͰ΋ج൫ʹैͬͯ։ൃ͢Δͱ͍͏બ୒Λ͢΂͖ɺ ͳͷ͔  εέʔϧ͕೉͍͠ͱ͍͏࣮ײΛ ۀքશମ͕ ࠓͷ࣌఺Ͱ ಘ͍ͯΔͷ͔  ڞ௨ج൫Խ͢Δ͜ͱʹΑͬͯಘΒΕΔߴڃͳػೳ "#ςετɺ؂ࢹͳͲ 
 ͷັྗΛԡ͠ग़͢ͷ͔  ౳ʑ
  5. ߟ࡯  ʮσʔλͷྲྀΕ͕͋ΓɺγεςϜ͕σʔλͱڞʹ੒௕͢ΔΑ͏ͳγε ςϜʯ·Ͱࢹ໺Λ޿͛Δͱʜ  ػցֶशΛ༻͍ͳ͍ ݕࡧΤϯδϯ΋ٞ࿦ͷର৅
 ͱͳΔͷ͕ඞવ  ݕࡧΤϯδϯࣗମ͸ಠࣗਐԽͯ͠ΔͷͰ৽ͨͳ


    ιϦϡʔγϣϯΛଧͪग़͢༨஍͸ͳ͍͔΋͠Εͳ͍͕ʜ  ͱ͸͍͑χϡʔϥϧݕࡧ౳૊Έ߹ΘͤͨγεςϜʹର͢Δ
 χʔζ͸ࠓޙ૿͍͑ͯ͘͸ͣ  ͜͜·Ͱ&YUFOTJCMFʹͳΕΔ͔ ͳΔ΂͖͔ IUUQTXXXBNB[PODPKQ#VJMEJOH*OUFMMJHFOU4ZTUFNT-FBSOJOH&OHJOFFSJOHFCPPLEQ##82)3
  6. ·ͱΊ  ΫοΫύουݚڀ։ൃ෦͕ར༻͍ͯ͠Δ෼ੳج൫Λ঺հ  ෦಺ʹج൫୲౰͕͍ͯɺϢʔεέʔεʹরΒ͠߹Θͤͳ͕Βۀ຿վળ  ݱঢ়͸ࣗ੡πʔϧͷ૊Έ߹Θͤ %8)Ͱ͓͓ΉͶຬ଍  ෼ੳج൫ͷ͜Ε͔Β

     ݱ৔ͱͯ͠͸ͨ͘͞ΜͷϢʔεέʔεΛൃ৴͍ͯ͘͠  ػցֶशͷ๊͑Δ՝୊Λ۩ମԽ͠ɺϝοηʔδͱͯ͠఻͍͑ͯ͘ͷ͕
 ॏཁͰେมͦ͏