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TechPlay DeepLearningAllStars2017

2a24e5aa3fa5359ffecbf1b6ac651f59?s=47 bokeneko
June 28, 2017

TechPlay DeepLearningAllStars2017

Tech PlayのDeep Learningオールスターズ2017( https://techplay.jp/event/624399 )で発表した資料

2a24e5aa3fa5359ffecbf1b6ac651f59?s=128

bokeneko

June 28, 2017
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  1. χϡʔϥϧωοτϫʔΫ ͷͦͷ࣍΁ 3FUUZࢯݪ %FFQ-FBSOJOHΦʔϧελʔζ

  2. ࣗݾ঺հ ࢯݪ३ࢤ ͏͡͸Β͋ͭ͠  3FUUZΫϥϑτϏʔϧ୲౰ʢ݉Τϯδχ Ξʣ ༀֶ෦ӃͰλϯύΫ࣭ͷཱମߏ଄ղੳ ਺ཧٕݚʹΤϯδχΞͱͯ͠ೖࣾ 3FUUZ΁

  3. 3FUUZͰࠓ·Ͱ΍͖ͬͯͨػցֶश ✦ ը૾ॲཧ w ౤ߘࣸਅͷ෼ྨ w ௒ղ૾ ✦ ࣗવݴޠॲཧ w

    Ωϟονίϐʔࣗಈੜ੒ w ޱίϛ෼ྨ w ϦίϝϯυΤϯδϯ
  4. ࠓ೔ͷຊ୊ σΟʔϓͬͭͬͨΒ χϡʔϥϧωοτϫʔΫͩ ͚ͩͱࢥ͏ͳΑ

  5. ʮਂ૚ʯͳֶश͸ผʹχϡʔϥϧωοτϫʔΫ ʹݶΒͳ͍ɻ ଞʹ΋%FFQͳֶश͸͋ΔΜͩͥʁ

  6. %FFQ'PSFTU

  7. ຊ୊ͷલʹʜ w ܾఆ໦ w 3BOEPN'PSFTU ͸͝ଘ஌Ͱ͔͢ʁ

  8. ܾఆ໦ :FT/PνϟʔτΈ͍ͨͳ΋ΜͰ͢ɻ

  9. 3BOEPN'PSFTU w ܾఆ໦Λෳ਺࢖͏ɻ w τϨʔχϯά༻ͷσʔληοτ͔Βܾఆ໦ͷ਺ ͿΜͷαϒηοτΛϥϯμϜͰऔΓग़ͯ͠ɺͦΕ ͧΕͷܾఆ໦Ͱֶशͤ͞Δɻ w શ෦ͷܾఆ໦ʹಉ͡σʔλΛ౤͛ͯɺ݁Ռͷฏ ۉΛ౴͑ͱ͢Δɻ

  10. %FFQ'PSFTU w 3BOEPN'PSFTUΛෳ਺ɾଟ૚ʹͯ͠࢖͏ɻ 3BOEPN'PSFTU $PNQMFUFMZ3BOEPN 5SFF'PSFTU 3BOEPN'PSFTU $PNQMFUFMZ3BOEPN 5SFF'PSFTU 3BOEPN'PSFTU

    $PNQMFUFMZ3BOEPN 5SFF'PSFTU 3BOEPN'PSFTU $PNQMFUFMZ3BOEPN 5SFF'PSFTU 3BOEPN'PSFTU $PNQMFUFMZ3BOEPN 5SFF'PSFTU ʜ .VMUJ(SBJOFE4DBOOJOH $BTDBEF'PSFTU4USVDUVSF
  11. .VMUJ(SBJOFE4DBOOJOH w %FFQ'PSFTUͷೖྗ૚

  12. $BTDBEF'PSFTU4USVDUVSF w %FFQ'PSFTUͷશ݁߹૚తͳ΋ͷ

  13. 3BOEPN'PSFTUࣗମ͸TDJLJUMFBSOʹ࣮૷͕͋ Δ ͦΕॏͶͨΒ%FFQ'PSFTU࡞ΕΔ

  14. ࣮ݧ w 3FUUZͷޱίϛΛ෼ྨ w $IBSBDFUFSMFWFM$//ͱͷੑೳࠩΛൺ΂Δ w %FFQ'PSFTUͰ͸ޱίϛΛ   HSBNͰ.VMUJ

    (SBJOFE4DBOOJOHΛߦͳͬͯɺ݁ՌΛ࿈݁ͯ͠ $BTDBEF'PSFTU4USVDUVSFºʹྲྀ͢ w $IBSBDUFSMFWFM$//͸   HSBNͰ$//Λ ͔͚ͯɺ݁ՌΛ࿈݁ͯ͠શ݁߹૚ºʹྲྀ͢
  15. %FFQ'PSFTUͷ૚ͷ૊Έํʹ ΋޻෉ͷ༨஍͸͋Δ

  16. $IBSBDUFSMFWFM$// ˞ 4PGUXBSF%FTJHO݄߸ʢଟ෼ʣʹͪΐΖͬͱهࣄॻ͍ͨΑ ˞ 2JJUBͱ͔4QFBLFS%FDLʹ΋ղઆ্͛ͯ͋ΔΑ

  17. ݁Ռ ڭࢣσʔλ ݁Ռ $IBSBDUFSMFWFM$//  BDDVSBDZ %FFQ'PSFTU  BDDVSBDZ

  18. ݁Ռ ڭࢣσʔλ ݁Ռ $IBSBDUFSMFWFM$//  BDDVSBDZ %FFQ'PSFTU  BDDVSBDZ

  19. ݁Ռ w গྔͷσʔλͩͱ$IBSBDUFSMFWFM$//ͱಉ౳ Ҏ্ͷਫ਼౓ w σʔλ͕ଟ͘ͳΔͱ$IBDUFSMFWFM$//ͷํ͕ ਫ਼౓ͰΔ w ͦ΋ͦ΋σʔλ͕ଟ͍ͱ%FFQ'PSFTUͰ͸ϝϞ Ϧ͕ࢮ͵

  20. %FFQ'PSFTUͷऑ఺ w 3BOEPN'PSFTUʢܾఆ໦ʣ͸όονֶशʹͷΈ ରԠ w .VMUJ(SBJOFE4DBOOJOHͰσʔλ͕਺ഒʙे਺ ഒʹ૿͑Δ ˠେྔσʔλͰϝϞϦ͕ࢮ͵

  21. %FFQ'PSFTUͷ͍͍ͱ͜Ζ w ֤ܾఆ໦͸ͦΕͧΕͷֶश͸௿ίετͰ଎͍ w (16͍Βͳ͍ w ֤ܾఆ໦͸ͦΕͧΕʹಠཱ͍ͯ͠Δ ˠ෼ࢄֶͯ͠शͰ͖Δʂ

  22. 3BOEPN'PSFTU͕όονֶशʹ͔͠ରԠͯ͠ ͳ͍ͷ͕ͦ΋ͦ΋ͷ໰୊ ͦΕ͑͞ղܾ͢Ε͹ϛχόονॲཧͰେྔσʔ λͰ΋ѻ͑Δ ΦϯϥΠϯֶशʹରԠͨ͠3BOEPN'PSFTU͸ ͳ͍ͷ͔ʜʁ

  23. ͋ΔΑ

  24. .POESJBO'PSFTU w 3BOEPN'PSFTUΛΦϯϥΠϯֶशʹରԠͤͨ͞ ΋ͷͷҰछ w ଞʹ΋͋ΔͬΆ͍ w ࿦จॻ͍ͨຊਓͷ࣮૷͕͋Δʢ˞Πέͯͳ͍˞ݸਓͷײ૝Ͱ͢

  25. ࣮ݧ w TDJLJUMFBSOͷ*SJTͷσʔλͷ෼ྨΛ3BOEPN 'PSFTUͱൺ΂ͯΈΔ w ࢖ͬͯΔ.POESJBO'PSFTU͸ࢲͷಠ࣮ࣗ૷൛

  26. ݁Ռ ֶश࣌ؒ TFD BDDVSBDZ  3BOEPN'PSFTU   .POESJBO'PSFTU όονֶश

      .POESJBO'PSFTU ΦϯϥΠϯֶश   ˞ֶशσʔλ͸ݸ
  27. ݁Ռ w .POESJBO'PSFTUͷΦϯϥΠϯֶशͰ3BOEPN 'PSFTUͱಉ౳ఔ౓ͷਫ਼౓͸ग़Δ

  28. %FFQ.POESJBO'PSFTU ʜΛ঺հͰ͖ͨΒΧοίΑ͔ͬͨΜͰ͕࣌ؒ͢ ੾Ε

  29. ·ͱΊ w %FFQͳֶश͸χϡʔϥϧωοτϫʔΫ͚ͩ͡Ό ͳ͍ w %FFQ'PSFTU͸෼ࢄ؀ڥʹ޲͍͍ͯΔ w .POESJBO'PSFTUͰ%FFQ'PSFTUΛ࣮૷ͨ͠Β ϏοάσʔλΛେྔͷϚγϯͰฒྻॲཧͯ͠ߦ ͘ج൫͕࡞Εͦ͏