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Real World Machine Learning

Avatar for Yuichiro Someya Yuichiro Someya
January 21, 2017
Programming
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Real World Machine Learning

Cookpad TechConf 2017 01/21

https://techconf.cookpad.com/2017/
Avatar for Yuichiro Someya

Yuichiro Someya

January 21, 2017
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Transcript

  1. Real World Machine Learning Cookpad TechConf 2017

  2. BZFNPTNF છ୩༔Ұ࿠<:VJDIJSP4PNFZB> ౦޻େେֶӃܭࢉ޻ֶઐ߈म࢜   ΫοΫύου৽ଔ ݚڀ։ൃ෦ UXJUUFS!BZFNPT@Z HJUIVCBZFNPT XFCBZFNPTNF

    છ୩༔Ұ࿠<:VJDIJSP4PNFZB>

  3. BZFNPTNF BZFNPTNF

  4. $PPLQBE5FDI$POG BZFNPTNF ΫοΫύο υ ʹ ͓ ͚ Δ  σΟ

    ʔ ϓ ϥ ʔ χ ϯάͷ Φ Ϟ ς ΢ ϥ $PPLQBE5FDI$POG BZFNPTNF

  5. $PPLQBE5FDI$POG BZFNPTNF ΦϞς ද

  6. $PPLQBE5FDI$POG BZFNPTNF 

  7. $PPLQBE5FDI$POG BZFNPTNF

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

  9. $PPLQBE5FDI$POG BZFNPTNF 

  10. $PPLQBE5FDI$POG BZFNPTNF ΫοΫύουݚڀ։ൃ෦ൃ଍

  11. $PPLQBE5FDI$POG BZFNPTNF 

  12. $PPLQBE5FDI$POG BZFNPTNF ྉཧ͖Ζ͘ ެ։

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

     ຕҎ্ͷࣸਅΛ൑ఆ ྉཧ͖Ζ͘

  14. $PPLQBE5FDI$POG BZFNPTNF σΟʔϓϥʔχϯάಋೖاۀ

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

  16. $PPLQBE5FDI$POG BZFNPTNF 63" ΢ϥ

  17. $PPLQBE5FDI$POG BZFNPTNF ؀ڥͮ͘Γ

  18. $PPLQBE5FDI$POG BZFNPTNF ܭࢉػ؀ڥͷվળ

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

  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

  21. $PPLQBE5FDI$POG BZFNPTNF ⿣ ը૾ೝࣝλεΫʹඞཁͳ؀ڥΛશ෦৐ͤͨ͠".*Λ1BDLFSʹΑΓ࡞੒ ⿣ खॱͷίʔυԽ ࣮ߦͷࣗಈԽ ⿣ d෼ఔ౓Ͱ࡞ۀ։࢝ՄೳͳΦϯσϚϯυ(16؀ڥΛܧଓతʹ࣮ݱ 

    ৽ͨͳϦαʔνϟʔʗσϕϩούʔΛεϜʔζʹड͚ೖΕՄೳ ܭࢉػ؀ڥߏஙͷޮ཰Խ

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

  23. $PPLQBE5FDI$POG BZFNPTNF ⿣ .--VODI෦һʹΑΔ࣋ͪճΓͰͷߨ ٛΛ िҰճ ࣮ࢪ  ڧԽֶश $IBJOFS

    "84 %BSL/FU 
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  24. $PPLQBE5FDI$POG BZFNPTNF ·ͱΊ

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

    ΫοΫύουʷσΟʔϓϥʔχϯά