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TechPlay DeepLearningAllStars2017
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bokeneko
June 28, 2017
Technology
0
1.5k
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
bokeneko
June 28, 2017
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Transcript
χϡʔϥϧωοτϫʔΫ ͷͦͷ࣍ 3FUUZࢯݪ %FFQ-FBSOJOHΦʔϧελʔζ
ࣗݾհ ࢯݪ३ࢤ ͏͡Β͋ͭ͠ 3FUUZΫϥϑτϏʔϧ୲ʢ݉Τϯδχ Ξʣ ༀֶ෦ӃͰλϯύΫ࣭ͷཱମߏղੳ ཧٕݚʹΤϯδχΞͱͯ͠ೖࣾ 3FUUZ
3FUUZͰࠓ·Ͱ͖ͬͯͨػցֶश ✦ ը૾ॲཧ w ߘࣸਅͷྨ w ղ૾ ✦ ࣗવݴޠॲཧ w
Ωϟονίϐʔࣗಈੜ w ޱίϛྨ w ϦίϝϯυΤϯδϯ
ࠓͷຊ σΟʔϓͬͭͬͨΒ χϡʔϥϧωοτϫʔΫͩ ͚ͩͱࢥ͏ͳΑ
ʮਂʯͳֶशผʹχϡʔϥϧωοτϫʔΫ ʹݶΒͳ͍ɻ ଞʹ%FFQͳֶश͋ΔΜͩͥʁ
%FFQ'PSFTU
ຊͷલʹʜ w ܾఆ w 3BOEPN'PSFTU ͝ଘͰ͔͢ʁ
ܾఆ :FT/PνϟʔτΈ͍ͨͳΜͰ͢ɻ
3BOEPN'PSFTU w ܾఆΛෳ͏ɻ w τϨʔχϯά༻ͷσʔληοτ͔Βܾఆͷ ͿΜͷαϒηοτΛϥϯμϜͰऔΓग़ͯ͠ɺͦΕ ͧΕͷܾఆͰֶशͤ͞Δɻ w શ෦ͷܾఆʹಉ͡σʔλΛ͛ͯɺ݁Ռͷฏ ۉΛ͑ͱ͢Δɻ
%FFQ'PSFTU w 3BOEPN'PSFTUΛෳɾଟʹͯ͠͏ɻ 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
.VMUJ(SBJOFE4DBOOJOH w %FFQ'PSFTUͷೖྗ
$BTDBEF'PSFTU4USVDUVSF w %FFQ'PSFTUͷશ݁߹తͳͷ
3BOEPN'PSFTUࣗମTDJLJUMFBSOʹ࣮͕͋ Δ ͦΕॏͶͨΒ%FFQ'PSFTU࡞ΕΔ
࣮ݧ w 3FUUZͷޱίϛΛྨ w $IBSBDFUFSMFWFM$//ͱͷੑೳࠩΛൺΔ w %FFQ'PSFTUͰޱίϛΛ HSBNͰ.VMUJ
(SBJOFE4DBOOJOHΛߦͳͬͯɺ݁ՌΛ࿈݁ͯ͠ $BTDBEF'PSFTU4USVDUVSFºʹྲྀ͢ w $IBSBDUFSMFWFM$// HSBNͰ$//Λ ͔͚ͯɺ݁ՌΛ࿈݁ͯ͠શ݁߹ºʹྲྀ͢
%FFQ'PSFTUͷͷΈํʹ ͷ༨͋Δ
$IBSBDUFSMFWFM$// ˞ 4PGUXBSF%FTJHO݄߸ʢଟʣʹͪΐΖͬͱهࣄॻ͍ͨΑ ˞ 2JJUBͱ͔4QFBLFS%FDLʹղઆ্͛ͯ͋ΔΑ
݁Ռ ڭࢣσʔλ ݁Ռ $IBSBDUFSMFWFM$// BDDVSBDZ %FFQ'PSFTU BDDVSBDZ
݁Ռ ڭࢣσʔλ ݁Ռ $IBSBDUFSMFWFM$// BDDVSBDZ %FFQ'PSFTU BDDVSBDZ
݁Ռ w গྔͷσʔλͩͱ$IBSBDUFSMFWFM$//ͱಉ Ҏ্ͷਫ਼ w σʔλ͕ଟ͘ͳΔͱ$IBDUFSMFWFM$//ͷํ͕ ਫ਼ͰΔ w ͦͦσʔλ͕ଟ͍ͱ%FFQ'PSFTUͰϝϞ Ϧ͕ࢮ͵
%FFQ'PSFTUͷऑ w 3BOEPN'PSFTUʢܾఆʣόονֶशʹͷΈ ରԠ w .VMUJ(SBJOFE4DBOOJOHͰσʔλ͕ഒʙे ഒʹ૿͑Δ ˠେྔσʔλͰϝϞϦ͕ࢮ͵
%FFQ'PSFTUͷ͍͍ͱ͜Ζ w ֤ܾఆͦΕͧΕͷֶशίετͰ͍ w (16͍Βͳ͍ w ֤ܾఆͦΕͧΕʹಠཱ͍ͯ͠Δ ˠࢄֶͯ͠शͰ͖Δʂ
3BOEPN'PSFTU͕όονֶशʹ͔͠ରԠͯ͠ ͳ͍ͷ͕ͦͦͷ ͦΕ͑͞ղܾ͢ΕϛχόονॲཧͰେྔσʔ λͰѻ͑Δ ΦϯϥΠϯֶशʹରԠͨ͠3BOEPN'PSFTU ͳ͍ͷ͔ʜʁ
͋ΔΑ
.POESJBO'PSFTU w 3BOEPN'PSFTUΛΦϯϥΠϯֶशʹରԠͤͨ͞ ͷͷҰछ w ଞʹ͋ΔͬΆ͍ w จॻ͍ͨຊਓͷ࣮͕͋Δʢ˞Πέͯͳ͍˞ݸਓͷײͰ͢
࣮ݧ w TDJLJUMFBSOͷ*SJTͷσʔλͷྨΛ3BOEPN 'PSFTUͱൺͯΈΔ w ͬͯΔ.POESJBO'PSFTUࢲͷಠ࣮ࣗ൛
݁Ռ ֶश࣌ؒ TFD BDDVSBDZ 3BOEPN'PSFTU .POESJBO'PSFTU όονֶश
.POESJBO'PSFTU ΦϯϥΠϯֶश ˞ֶशσʔλݸ
݁Ռ w .POESJBO'PSFTUͷΦϯϥΠϯֶशͰ3BOEPN 'PSFTUͱಉఔͷਫ਼ग़Δ
%FFQ.POESJBO'PSFTU ʜΛհͰ͖ͨΒΧοίΑ͔ͬͨΜͰ͕࣌ؒ͢ Ε
·ͱΊ w %FFQͳֶशχϡʔϥϧωοτϫʔΫ͚ͩ͡Ό ͳ͍ w %FFQ'PSFTUࢄڥʹ͍͍ͯΔ w .POESJBO'PSFTUͰ%FFQ'PSFTUΛ࣮ͨ͠Β ϏοάσʔλΛେྔͷϚγϯͰฒྻॲཧͯ͠ߦ ͘ج൫͕࡞Εͦ͏