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Real World Machine Learning

Real World Machine Learning

Cookpad TechConf 2017 01/21

https://techconf.cookpad.com/2017/

Yuichiro Someya

January 21, 2017
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  1. Real
    World
    Machine
    Learning
    Cookpad TechConf 2017

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  2. BZFNPTNF
    છ୩༔Ұ࿠

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  3. BZFNPTNF
    BZFNPTNF

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  4. $PPLQBE5FDI$POG BZFNPTNF
    ΫοΫύο υ ʹ ͓ ͚ Δ
    σΟ ʔ ϓ ϥ ʔ χ ϯάͷ Φ Ϟ ς ΢ ϥ
    $PPLQBE5FDI$POG BZFNPTNF

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  5. $PPLQBE5FDI$POG BZFNPTNF
    ΦϞς

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  6. $PPLQBE5FDI$POG BZFNPTNF

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  7. $PPLQBE5FDI$POG BZFNPTNF

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  8. $PPLQBE5FDI$POG BZFNPTNF
    ৞ΈࠐΈχϡʔϥϧωοτϫʔΫΛར༻ͨ͠νʔϜ͕ѹউ
    *NBHF/FU-BSHF4DBMF
    7JTVBM3FDPHOJUJPO
    $IBMMFOHF
    ݸͷΧςΰϦʹ෼͚ΒΕͨը૾ͷೝࣝਫ਼౓Λڝ͏ࠃࡍతίϯςετ
    $PPLQBE5FDI$POG BZFNPTNF

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  9. $PPLQBE5FDI$POG BZFNPTNF

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  10. $PPLQBE5FDI$POG BZFNPTNF
    ΫοΫύουݚڀ։ൃ෦ൃ଍

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  11. $PPLQBE5FDI$POG BZFNPTNF

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  12. $PPLQBE5FDI$POG BZFNPTNF
    ྉཧ͖Ζ͘
    ެ։

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  13. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ εϚʔτϑΥϯͷࣸਅͷ಺ɺྉཧΛࣗಈతʹऩूʗه࿥
    ⿣ $BGGF/FUͷ'JOFUVOJOHʹΑΔྉཧը૾ೝࣝ
    ݄ݱࡏ ਓҎ্ͷϢʔβʔ͕ར༻
    ຕҎ্ͷࣸਅΛ൑ఆ
    ྉཧ͖Ζ͘

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  14. $PPLQBE5FDI$POG BZFNPTNF
    σΟʔϓϥʔχϯάಋೖاۀ

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  15. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ ݚڀ։ൃ෦ͷൃ଍໊ͷ૊৫΁
    ⿣ σΟʔϓϥʔχϯάΛར༻ͨ͠ॳͷϓϩμΫτΛެ։
    ΫοΫύουʷσΟʔϓϥʔχϯά
    ΦϞς

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  16. $PPLQBE5FDI$POG BZFNPTNF
    63"
    ΢ϥ

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  17. $PPLQBE5FDI$POG BZFNPTNF
    ؀ڥͮ͘Γ

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  18. $PPLQBE5FDI$POG BZFNPTNF
    ܭࢉػ؀ڥͷվળ

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  19. $PPLQBE5FDI$POG BZFNPTNF
    ܭࢉػ؀ڥߏஙͷޮ཰Խ

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  20. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ "NB[PO&$ͷ(16Πϯελϯε HQ
    Λը૾ೝࣝʹར༻
    ⿣ 6CVOUVUSVTUZ͔ΒखಈͰηοτΞοϓ
    ؀ڥͷߏஙʗ؅ཧ͕େม
    ౰࣌ͷঢ়گ
    ܭࢉػ؀ڥߏஙͷޮ཰Խ
    OPVWFBVͷແޮԽ
    OWJEJBESJWFSͷΠϯετʔϧ
    $6%"$6%//ͷΠϯετʔϧ
    $IBJOFS5FOTPSqPX$B⒎FͷΠϯετʔϧ
    ؀ڥม਺ͷઃఆ

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  21. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ ը૾ೝࣝλεΫʹඞཁͳ؀ڥΛશ෦৐ͤͨ͠".*Λ1BDLFSʹΑΓ࡞੒
    ⿣ खॱͷίʔυԽ࣮ߦͷࣗಈԽ
    ⿣ d෼ఔ౓Ͱ࡞ۀ։࢝ՄೳͳΦϯσϚϯυ(16؀ڥΛܧଓతʹ࣮ݱ
    ৽ͨͳϦαʔνϟʔʗσϕϩούʔΛεϜʔζʹड͚ೖΕՄೳ
    ܭࢉػ؀ڥߏஙͷޮ཰Խ

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  22. $PPLQBE5FDI$POG BZFNPTNF
    .--VODI.-$MBTT

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  23. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ .--VODI෦һʹΑΔ࣋ͪճΓͰͷߨ
    ٛΛ िҰճ
    ࣮ࢪ
    ڧԽֶश $IBJOFS "84 %BSL/FU 

    "NB[PO-FY"MFYB
    ⿣ .-$MBTT݄ҰճΛ໨҆ʹɺ֎෦͔Β
    ߨࢣΛট͍ͯߨٛΛ࣮ࢪ
    .--VODI.-$MBTT

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  24. $PPLQBE5FDI$POG BZFNPTNF
    ·ͱΊ

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  25. $PPLQBE5FDI$POG BZFNPTNF
    ⿣ σΟʔϓϥʔχϯάΛར༻ͨ͠ϓϩμΫτΛެ։
    ⿣ ૊৫ͱͯ͠ܧଓతʹ੒௕͢Δҝͷ؀ڥͮ͘Γʹ΋औΓ૊ΜͰ͍Δ
    ݚڀ։ൃ؀ڥͷΤϯδχΞϦϯάʹΑΔվળ
    ෦಺ͷ஌ࣝڞ༗ͳͲ͸࣌ؒΛ࢖ͬͯ
    ΫοΫύουʷσΟʔϓϥʔχϯά

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