Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Speaker Deck
PRO
Sign in
Sign up for free
クックパッドの機械学習を支える基盤のつくりかた / Machine Learning ops at Cookpad
Yuichiro Someya
June 01, 2017
Programming
18
6.8k
クックパッドの機械学習を支える基盤のつくりかた / Machine Learning ops at Cookpad
AWS Summit Tokyo 2017 w/
https://speakerdeck.com/kanny
http://www.awssummit.tokyo/summit/index.html
Yuichiro Someya
June 01, 2017
Tweet
Share
More Decks by Yuichiro Someya
See All by Yuichiro Someya
ayemos
0
7.7k
ayemos
3
1.6k
ayemos
1
700
ayemos
0
2.6k
ayemos
15
4.6k
ayemos
1
280
ayemos
15
13k
ayemos
1
2.6k
ayemos
0
320
Other Decks in Programming
See All in Programming
star_zero
3
750
brn
0
140
hr01
2
10k
geshan
0
310
usamik26
0
220
sadnessojisan
0
310
grace2riku
0
180
imtnd
0
920
oracle4engineer
PRO
2
250
javiergs
PRO
0
140
yug1224
0
190
mattdclarke
0
180
Featured
See All Featured
smashingmag
237
18k
kastner
56
2.1k
scottboms
253
11k
phodgson
92
4.4k
davidbonilla
75
3.8k
trallard
27
1.3k
tammielis
241
23k
addyosmani
1352
200k
hannesfritz
32
1.2k
garrettdimon
295
110k
edds
60
9.7k
sachag
449
36k
Transcript
ؙحؙػحسך 堣 唒㷕 统 佄ִ㛇 湍ךא ַֻ 2017/06/01
AWS Summit Tokyo ΫοΫύουגࣜձࣾ છ୩ ༔Ұ ే
ࣗݾ հ HJUIVCDPNBZFNPT UXJUUFSDPNBZFNPT@Z XXXBZFNPTNF ‣ છ୩༔Ұ<:VJDIJSP4PNFZB> ‣
ΫοΫύουגࣜձࣾ ݚڀ։ൃ෦ΤϯδχΞ ৽ଔೖࣾ
Ϩγϐ ສҎ্ ݄࣍ར༻ऀ ສਓҎ্ ݄࣌
Χࠃʹల։ ݴޠʹରԠ ݄࣌
ΫοΫύουͱ"84 "NB[PO&$Πϯελϯε d ఔ "NB[PO4ΦϒδΣΫτ ԯҎ্ ‣ ʹ%$͔ΒશҠߦ
‣ BQOPSUIFBTU͓ΑͼVTFBTUΛओʹར༻ άϩʔόϧαʔϏεओʹ64ͰՔಇ SFRTҎ্ ϐʔΫ࣌ಉ࣌ϦΫΤετ
ར༻͍ͯ͠ΔαʔϏε ‣ ࠓճͷ͓ʹؔ͢ΔαʔϏε "NB[PO&$ "NB[PO71$ "84-BNCEB Ҏ߱&$ 71$
-BNCEBͱදه "NB[PO424 "NB[PO4/4 Ҏ߱424 4/4ͱදه "NB[PO4 3FETIJGU Ҏ߱4 3FETIJGUͱදه "84$POpH "NB[PO$MPVE8BUDI "84$MPVE5SBJM "84*". Ҏ߱$POpH $MPVE8BUDI $MPVE5SBJM *".ͱදه
ΫοΫύουͷػցֶशج൫ ςʔ Ϛ
ΫοΫύουͷݚڀ։ൃ෦ʹ͍ͭͯ ‣ ݄ʹൃ ݚڀ։ൃνʔϜ ݄d ɺݚڀ։ൃࣨ ݄d Λܦͯ
ݱࡏਖ਼ࣾһ໊ ΞϧόΠτʗΠϯλʔϯ໊ͷ৫ʹ ‣ ػցֶशΛத৺ʹɺ৯จԽܥͷݚڀʹ͓͚Δ࣮ ΫοΫύουߐށ͝൧ ୈճਓೳֶձશࠃେձ ‣ ྉཧ͖Ζ͘ͷެ։ ݄
ྉཧ͖Ζ͘ ΈࠐΈχϡʔϥϧωοτϫʔΫ ʹΑΔྉཧը૾ͷࣗಈೝࣝ εϚʔτϑΥϯͷࣸਅͷɺ ྉཧࣸਅΛࣗಈతʹऩूه
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ը૾ͷΞοϓϩʔυɺఆॲཧʹ͕͔͔࣌ؒΔ dඦNT "1*αʔόʔͱ౷߹ͯ͠ಉظॲཧ͢Δͷඇݱ࣮త ඇಉظͳྉཧʗඇྉཧͷఆॲཧ͕ඞཁ
‣ ඞཁͳܭࢉػڥ͕ΞϓϦέʔγϣϯαʔόʔͱେ͖͘ҟͳΔ 3VCZ˱1ZUIPO 3BJMT˱$IBJOFS $16˱(16 ఆॲཧͱΞϓϦέʔγϣϯΛૄ݁߹ʹ͢Δͷ͕ϕλʔ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ 4 424Λհͨ͠ඇಉظͰૄ݁߹ͳࣸਅఆϑϩʔͷ࣮ 424 4
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ ੜ͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE ͔Βఆ༻ ʹॖখ͞ΕͨࣸਅΛ4ʹΞοϓϩʔυ
1SF4JHOFE63- ͷൃߦ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ "1*αʔόʔͰ41SF4JHOFE63-Λੜ ੜ͞Εͨ63-Λར༻ͯ͠ΫϥΠΞϯτ J04 "OEPJSE ͔Βఆ༻ ʹॖখ͞ΕͨࣸਅΛ4ʹΞοϓϩʔυ
ఆ༻ը૾ͷ Ξοϓϩʔυ 1SF4JHOFE63- ͷൃߦ https://s3.amazonaws.com/thumbnails/123.jpg? expires=1495436210&Signature=XXXYYYZZZ
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 4&WFOU/PUJpDBUJPOͰࣸਅͷΞοϓϩʔυΠϕϯτΛ424ʹ &ORVFVF &WFOUΛ424ʹ &ORVFVF ఆ༻ը૾ͷ Ξοϓϩʔυ
s3://thumbnails/123.jpg 1SF4JHOFE63- ͷൃߦ { bucket: thumbnails key: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ௨ୡ &WFOUΛ424ʹ
&ORVFVF s3://thumbnails/123.jpg { bucket: thumbnails key: 123.jpg } &$4$MVTUFS
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ &WFOUΛ424ʹ
&ORVFVF s3://thumbnails/123.jpg 8PSLFS͕ϝοηʔδ Λ%FRVFVF { bucket: thumbnails key: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ 4্ͷࣸਅΛ
μϯϩʔυ 8PSLFS͕ϝοηʔδ Λ%FRVFVF &WFOUΛ424ʹ &ORVFVF { bucket: thumbnails key: 123.jpg }
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ ఆॲཧXPSLFS͕424͔ΒϝοηʔδΛ%FRVFVFͯ͠ॲཧ ϝοηʔδʹؚ·ΕΔࣸਅͷ4্ͷLFZใΛར༻ͯࣸ͠ਅΛμϯϩʔυ LFZʹؚ·ΕΔࣸਅͷJEΛར༻ͯ͠"1*ӽ͠ʹఆ݁ՌΛ͑Δ 4্ͷࣸਅΛ
μϯϩʔυ ఆ݁ՌΛ"1*ӽ͠ʹ ͑Δ &WFOUΛ424ʹ &ORVFVF 8PSLFS͕ϝοηʔδ Λ%FRVFVF
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠
"QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ &$4$MVTUFS
ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF &$4$MVTUFS εέʔϧΞτ (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ
ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ
&$4$MVTUFS ྉཧ͖Ζ͘ͷΞʔΩςΫνϟ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF εέʔϧΞτ (desired_count++) ‣ 424ͷ$MPVE8BUDIϝτϦΫεʹج͍ͮͨ"MBSNͰXPSLFSΛΦʔτεέʔϧ
ΞϓϦέʔγϣϯͷੑೳཁٻΛຬͨ͢Α͏ʹ ྫ͑ɺ৽͘͠Ξοϓϩʔυ͞Εͨࣸਅ࣌ؒҎʹఆ͞Εͯཉ͍͠ "QQSPYJNBUF"HF0G0MEFTU.FTTBHF͕ར༻Ͱ͖Δ
&$4্Ͱͷࣸਅఆ ‣ FBHMFUNUIBLP Λར༻ ZBNMܗࣜͷϑΝΠϧͰఆॲཧXPSLFSΛఆٛɺ$-*ίϚϯυͰ্ཱͪ͛
ΦʔτεέʔϧͷઃఆIBLPͰߦ͑Δ scheduler: cluster: hako-production-g2 desired_count: 1 autoscaling: min_capacity: 4 max_capacity: 10 policies: - alarms: [cookpadnet-worker-busy] cooldown: 300 adjustment_type: ChangeInCapacity scaling_adjustment: 1 app: image: cookpadnet-worker cpu: 128 memory: 1024 env: AWS_REGION: ap-northeast-1 COOKPADNET_ENV: production ... &$4$MVTUFS "QQSPYJNBUF"HF0G0MEFTU.FTTBHF IUUQTHJUIVCDPNFBHMFUNUIBLP
&$4্Ͱͷࣸਅఆ ‣ ࣸਅఆʹ(16Λ༻͍ͯ͠Δ ఆॲཧʹ(16ΞΫηϥϨʔγϣϯ͕ར༻Ͱ͖Δ ಉՁ֨ଳͷ$16Πϯελϯεͱൺͯdഒͷੑೳࠩ ‣ HΠϯελϯεͰࣸਅఆ༻ͷ&$4$MVTUFSΛߏ
&$4$MVTUFS H 5BTL $POUBJOFS &$4্Ͱͷࣸਅఆ ‣ $POUBJOFS͔Β(16Λૢ࡞͢Δҝʹඞཁͳઃఆ /7*%*"%SJWFSͷΠϯετʔϧ
$MVTUFSʹΠϯετʔϧ͠ɺ5BTL͔Β WPMVNFͰݟΔ దͳ-JOVY$BQBCJMJUZͷ༩ QSJWJMFHFEΦϓγϣϯΛར༻ (16 /7*%*"%SJWFS LFSOFMNPEVMFT /7*%*"%SJWFS VTFSMJCSBSJFT "QQ 8PSLFS
&$4$MVTUFS H &$4্Ͱͷࣸਅఆ ‣ QSJWJMFHFEͳ5BTL ͷSPPUϢʔβʔ ɺ&$4Ϋϥελ ʹରͯ͠SPPUϢʔβʔͱಉ༷ͳݖݶΛͭ
ΫϥελʹӨڹΛ༩͑ΔΑ͏ͳૢ࡞͕Մೳ NMPDL LJMM VUJNF ʜ &$4ͰAEFWJDFAΦϓγϣϯ͕͑Δͱʜ ‣ 5BTLͰඇSPPUͳϢʔβʔΛར༻͢Δ %PDLFS'JMFͰA64&3XPSLFSA $MVTUFS্ͷ/7*%*"%SJWFS VTFSMJCSBSJFT ͕ ݟ͑ͳ͘ͳΔ 5BTL $POUBJOFS (16 /7*%*"%SJWFS LFSOFMNPEVMFT /7*%*"%SJWFS VTFSMJCSBSJFT "QQ 8PSLFS
&$4$MVTUFS H 5BTL $POUBJOFS &$4্Ͱͷࣸਅఆ ‣ $MVTUFSͱಉ͡όʔδϣϯͷVTFSMJCSBSJFTΛ $POUBJOFSʹΠϯετʔϧ
$POUBJOFS͕$MVTUFSʹόʔδϣϯґଘ͢Δ ผͷ$MVTUFSͰಈ͔ͳ͍͔͠Εͳ͍ (16 /7*%*"%SJWFS LFSOFMNPEVMFT /7*%*"%SJWFS VTFSMJCSBSJFT "QQ 8PSLFS
ӡ༻࣮ ݱࡏ ‣ ը૾ೝࣝϞσϧΛҰΞοϓσʔτ ‣ ΞοϓσʔτΓӽ͑ɺେ͖ͳͳ͘ӡ༻Ͱ͖͍ͯΔ ਓҎ্
ͷྉཧࣸਅ ͷϢʔβʔ͕ར༻ ຕҎ্
ػցֶशج൫ʹ͍ͭͯ
ే ΄͠΄͘ͱ !LBOJ@C ‣ ΫοΫύουגࣜձࣾ ΠϯϑϥετϥΫνϟʔ෦෦ ৽ଔೖࣾ ‣
43& ηΩϡϦςΟΤϯδχΞ ઃܭߏஙӡ༻ *%4 8"' ੬ऑੑஅ *4.4 FUD ‣ "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
ػցֶशج൫ͱ ‣ ݚڀ։ൃ෦ͷΤϯδχΞ͕ࣗ༝ʹखΛಈ͔ͤΔॴ ຊ൪ڥͱΓ͞Ε͍ͯΔ ‣ ࣗ༝͕ߴ͘ຊ൪ͷӡ༻ʹࠨӈ͞Εͳ͍
ݚڀ։ൃ෦ઃཱॳ ‣ ඞཁͳΠϯελϯεྨશͯΠϯϑϥ෦͕४ຊ൪ڥʹ༻ҙ ґཔΛड͚ɺͦΕΛͱʹඞཁͳϦιʔεΛ४උ͢Δ ‣ ຊ൪ڥͱಉ༷ͷӡ༻ ίʔυΛϕʔεʹͨ͠ϓϩϏδϣχϯάɺࢹɺFUD
ݚڀ։ൃ෦ઃཱ࣌ͷ"84ཧମ੍ ‣ Πϯϑϥ෦ͷӡ༻୲ऀͷΈ͕શݖݶΛ࣋ͭ ৽͍͠Ϧιʔεͷ४උجຊతʹ Πϯϑϥ෦͕ߦ͏ ίʔυԽ͞Ε͍ͯΔՕॴl࣮ߦz Πϯϑϥ෦͕୲
‣ "84ʹؔ͢Δશͯͷ͜ͱΛΠϯϑϥ෦ʹू ઃܭɺӡ༻ɺ͍߹ΘͤɺFUD ֤ࣄۀ෦ Πϯϑϥ෦ ٕज़ج൫ܥ෦ॺ ݚڀ ։ൃ෦
ى͖ͨ ‣ Ϧιʔεͷ༻ҙ͕͍͔ͭͳ͍ αʔϏεͷӡ༻ߦ͏ͨΊ༏ઌ͕Լ͕Γ͍͢ ඞཁͳϦιʔε͕ଟ͘ɺਓһ૿ՃͱͱʹՃ ‣ ຊ൪ڥͰߦ͍ͬͯͨӡ༻ʹ߹Θͳ͍
ݟ͕͋·Γͳ͘ɺϛυϧΣΞઃఆͷஈ֊͔Β৭ʑखΛಈ͔͢ ҆ఆͨ͠ϓϩϏδϣχϯάΑΓࢼߦࡨޡʹΑΔ݁Ռ
தԝཧͷݶք ‣ ن֦େʹ͍Πϯϑϥ෦͕ࣗϘτϧωοΫʹͳΔ͜ͱ͕૿͑ͨ ৽Ϧιʔεͷ࡞ ઃܭͳͲͷ૬ஊ ͍߹ΘͤͳͲ ‣ զʑ͕ಘҙͱ͢ΔΑ͏ͳӡ༻ΛٻΊΒΕͳ͍ͷ͕ग़͖ͯͨ
ݚڀ։ൃ ‣ ʮͦͦ"84ͷརΛ׆͔͍ͤͯͳ͍ͷͰʯͱ͍͏ٙ ηϧϑϚωʔδͰ͖Δ͜ͱ͕ྑ͞ͷҰͭͰ͋Δͣ ‣ ຊདྷΔ͖͜ͱʹ࣌ؒΛ͑ΔΑ͏ʹ͍ͨ͠ l"84ͷݕূཧzͰͳ͘lϢʔβʹαʔϏεΛಧ͚Δ͜ͱz͕ࣄ
ཧํͷస ‣ ݖݶͱΛΠϯϑϥ෦͔Β֤։ൃऀҠৡ͢Δํʹγϑτ ‣ ͨͩ์Γ͛ΔͷͰͳ͘ཧ͖͢෦Λ͓͑ͯ͞Ҡৡ͍ͯ͘͠ ͦͷͨΊͷΈͷଟ͘Λ"84͕ఏڙ͍ͯ͘͠Ε͍ͯΔ ‣ ػցֶशج൫ͦͷॳظͷऔΓΈ
ج൫උ୲Λݚڀ։ൃ෦͔ΒΞαΠϯ
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ ‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ ‣ ༧ࢉཧ ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ
ΞΧϯτͷ ‣ ͱʹ͔͘खΛಈ͔͢ϑΣʔζʹ͓͍ͯຊ൪ڥ΄Ͳ ཧ͞Ε͍ͯΔඞཁ͕ͳ͍ ‣ ຊ൪ڥͱϦιʔε͕ࠞ͡Βͳ͍ڥ͕ཉ͍͠ ‣ ݚڀ։ൃ༻ͷ"84ΞΧϯτΛ࡞ͯͦͪ͠ΒΛ͏Α͏ʹ ‣
ࢧ͍ຊ൪ڥͷΞΧϯτʹ·ͱΊΔ $POTPMJEBUFE#JMMJOH
ݖݶཧ ‣ ຊ൪ڥͰ͏*".6TFS ݸਓ͝ͱൃߦ ͔Β"TTVNF3PMF ඞཁͳαʔϏεͷ"ENJOݖݶΛ͘༩ ‣ $MPVE5SBJM$POpHΛ༗ޮʹ͠PVUQVUઌΛຊ൪ΞΧϯτͷ4
͢3PMF͔ΒݖݶΛൈ͍͓ͯ͘ ‣ ։ൃऀʹݖݶΛͭͭ͠վ᜵ෆೳͳܗͰτϨʔεͰ͖Δڥʹ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅ ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ ‣ ༧ࢉཧ ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
ωοτϫʔΫͷߏ ‣ ౿Έ44)αʔό͕͋Δ71$ ຊ൪ΞΧϯτ Πϯϑϥ෦ཧ ͔Β71$1FFSJOHܦ༝ͰଓͰ͖ΔΑ͏ʹ͢Δ ౿ΈΛΠϯϑϥ෦ཧԼͷαʔόʹूͰ͖Δ
‣ /BNFλάΛͬͨਖ਼Ҿ͖ɺٯҾ͖Λఏڙͯ͠ΞΫηε͘͢͠
ઃఆঢ়گͷࢹ ‣ "84$POpH3VMFTͰηΩϡϦςΟάϧʔϓͷΠϯλʔωοτղ์Λ νΣοΫ ઃఆมߋΛτϦΨͱͯ͠MBNCEBGVODUJPOͰνΣοΫՄೳ "84ఏڙͷGVODUJPOϨϙδτϦBXTMBCTBXTDPOpHSVMFT ‣
ࡉ͔͍"1*ίʔϧ$MPVE5SBJM͔ΒνΣοΫ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅ ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉཧ ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
༧ࢉཧ ‣ ࡉ͔͍ཧཁٻ͞Ε͍ͯͳ͍ͷͷɺ͋ΔఔѲ͖͢ མͱ͠Ε৵ೖͳͲͷΞϥʔτʹͳΓ͏Δ ‣ #JMMJOH$POTPMFͰఏڙ͞Ε͍ͯΔ#VEHFUTΛར༻ ‣ ʮࠓ݄༧ࢉΛ͑ͦ͏
༧ଌ ʯͳ߹ʮ༧ࢉͷOׂΛͬͨ ࣮ࡍ ʯʹ 4/4/PUJpDBUJPOΛड͚औΓඞཁ͕͋ΕରԠ
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅ ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉཧ✅ ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
"84૬ஊ ϊϋ ‣ "84ʹؔ͢ΔϊϋجຊతʹΠϯϑϥ෦͕͍࣋ͬͯͨ ૬ஊ΄΅Πϯϑϥ෦͕ड͚Δ ‣ αϙʔτϓϥϯσϕϩούʔ ͷҠߦҎདྷ
έʔεͷԠʹ͕͔͔࣌ؒΔͨΊجຊతʹࣗͨͪͰௐࠪ "84ͷ͍߹ΘͤߦͷΑ͏ʹͳ͍ͬͯͨ͜ͱ͋ͬͨ ‣ ຊདྷ͕ࣗͨͪղ͔ͳͯ͘ྑ͍ʹ͕͔͔͍࣌ؒͬͯͨ
ΤϯλʔϓϥΠζαϙʔτͷҠߦ ‣ ͷҠߦॳ͔Βར༻͍ͯͨ͠σϕϩούʔ͔ΒΓସ͑ ‣ ܖͰ$POTPMJEBUFE#JMMJOHԼͷෳΞΧϯτʹద༻Մೳ ‣ Ձ֨ͦΕͳΓʹ͢Δ ࣌NP ࠷
‣ 5".ΞαΠϯ έʔεରԠΛߟྀ͠ΤϯλʔϓϥΠζΛબ ࣌ؒͱࣝΛങ͏͜ͱ͕ओͳత
αϙʔτέʔεରԠͲ͏ͳ͔ͬͨ ‣ Ԡͷ্࣭͕͕Γɺղܾ·Ͱͷ࣮࣌ؒ֬ʹ͘ͳͬͨ ʮαϙʔτʹฉ͍ͯΈΑ͏ʯͱͳΔ৺ཧίετ͕ͱͯԼ͕ͬͨ ඞཁͳΒαʔϏενʔϜʹΤεΧϨʔγϣϯͯ͘͠ΕΔ "VSPSBͳͲ͍ͷ͋ΔϓϩμΫτΛ͏࣌ຯʹޮ͍ͯ͘Δ
‣ ֤։ൃऀ͕উखʹέʔεΛ࡞ͯ͠ղܾͰ͖ΔΑ͏ʹͳͬͨ ෆ۩߹͚ͩͰͳ͘ػೳͷ࣭ɺཁͳͲଟ্͕͘Δ
ͦͷଞ ‣ 5".ΞαΠϯʹΑΓίϯςΩετڞ༗͕͘͢͠ έʔεͷऔΓ·ͱΊྉۚϨϙʔτͷ࡞͓ئ͍͍ͯ͠Δ ‣ -JNJU*ODSFBTFͷॲཧ͕രʹ ίϯγΣϧδϡ͕ΞαΠϯ͞ΕͯରԠͯ͘͠ΕΔ
࠷ ‣ "84ཧӡ༻Ͱຯʹ͔͔͍ͬͯͨίετ͕͔ͳΓԼ͕ͬͨ "84ͷґଘ͕ߴ͍৫ʹͱͬͯಛʹ༗༻ͩͱࢥ͏
‣ ෦ͷϝϯόʔ͕ࣗ༝ʹ৮ΕΒΕΔ"84ڥͷ༻ҙ✅ ‣ "84ڥΛ҆શʹ͑ΔηΩϡϦςΟ✅ ‣ ༧ࢉཧ✅ ‣ "84ʹؔ͢Δ૬ஊϊϋͳͲͷҠৡ✅
ࣗ༝ͳڥͷͨΊʹඞཁͩͬͨͷ
։ൃऀΞΧϯτ ‣ ݚڀ։ൃ༻ΞΧϯτͱಉ༷ͷ։ൃऀΞΧϯτ༻ҙ શ։ൃऀ͕ࣗ༝ʹ৮Δ͜ͱͷͰ͖Δ"84ΞΧϯτ ‣ ωοτϫʔΫཧܥͷ࣮ݚڀ։ൃ༻ΞΧϯτͱ΄΅ಉ͡ ‣ ৭ʑͳαʔϏεΛࣗ༝ʹݕূͰ͖Δ
ձࣾ࣋ͪͰʂ ,JOFTJT -BNCEB "1*(BUFXBZ 93BZ -FY 1JOQPJOUͳͲͰ ར༻͞Ε͍ͯΔ
ػցֶशج൫ͷݱঢ় ‣ ҙਤ௨Γ׆ൃʹར༻͞Ε͍ͯΔ ‣ ৽͍͠ػցֶशϞσϧͷςετɺϞσϧվળ ‣ ৽αʔϏε։ൃ ‣ ։ൃऀͷखͰੵۃతͳվળ͕ߦΘΕ͍ͯΔ
͜ͷ͋ͱհ͠·͢ Πϯϑϥ෦ඞཁͳ࣌ʹڠྗ
(16 ܭࢉػڥ
(16Πϯελϯε H Q ͷར༻ ‣ ਂֶशܥͷλεΫͰ(16ΠϯελϯεΛར༻͍ͨ͠
(16Πϯελϯε H Q ͷར༻ ‣ ϓϩϏδϣχϯάπʔϧ *UBNBF ͰͷࣗಈڥߏஙΛݕ౼
/7*%*"%SJWFS $6%" DV%// ͳͲΠϯετʔϧʹ ͕͔͔࣌ؒΔ ‣ 1BDLFS Λར༻ͯ͠όʔδϣϯຖʹϓϩϏδϣχϯάࡁΈ".*Λ ࡞ʗཧ Πϯελϯε্ཱ͕͕͙ͪͬͯ͢(16ڥ͕ར༻Ͱ͖Δ VTFBTUͰ%FFQ-FBSOJOH".*ࢼ༻ʗݕ౼͍ͯ͠Δ IUUQXXXOWJEJBDPN%PXOMPBEJOEFYBTQY MBOH FOVTIUUQXXXOWJEJBDPKQPCKFDUDVEBQBSBMMFMDPNQVUJOHQMBUGPSNKQIUNM IUUQTEFWFMPQFSOWJEJBDPNDVEOOIUUQTXXXQBDLFSJP
Πϯελϯεͷར༻ํ๏ ‣ (16λεΫجຊతʹഉଞ ଞͷ։ൃऀͱಉ࣌ʹར༻ͮ͠Β͍ ‣ རศੑΛॏࢹ͠ɺݸਓຖʹઐ༗ΠϯελϯεΛ༻ҙ ӡ༻্ͷ՝ͷ༷ࢠݟΛ͍ͨ͠ͱ͍͏ͷ͋ͬͨ
ݚڀ։ൃతͰɺࡶʹTVEPग़དྷΔಠཱͨ͠ڥ͕ศར
ΞΠυϧΠϯελϯεͷࢹ ‣ ͍ͬͯͳ͍Πϯελϯεͷམͱ͠ΕͳͲ͕ൃੜ අ༻໘Ͱେ͖ͳͰͳ͍͕ɺ͍ۙকདྷ৫֦େͷোนʹ ͳΓ͔Ͷͳ͍ ‣ ར༻୯Ձͷߴ͍Πϯελϯεʹ͍ͭͯɺΞΠυϧঢ়ଶΛࢹ
ΞΠυϧΠϯελϯεͷࢹ ‣ -BNCEBΛຖ࣌Ͱݺͼग़͠ɺΠϯελϯε Λࢹ ࣌ؒΞΠυϧͳΠϯελϯεʹ͍ͭͯ 4MBDLʹܯࠂΛ͛Δ ͞Βʹ࣌ؒΞΠυϧͩͬͨ߹
ετοϓ
$IBU#PUʹΑΔ Πϯελϯεͷૢ࡞ ‣ མͪͨΠϯελϯεΛ্ཱͪ͛Δͷ͕ खؒʹͳΔ 4MBDL͔Βݚڀ༻Πϯελϯεͷݕࡧɺ 4UBSU4UPQ͕ग़དྷΔ#PUΛ༻ҙ
·ͱΊ
͘͢खΛಈ͔͠αʔϏεΛͭ͘ΔͨΊʹ ηϧϑαʔϏεԽ શͯΛཧ͢ΔͷͰͳ͘ τϨʔεͰ͖ΔΈͮ͘Γ $MPVE5SBJM $POGJH ϊϋ૬ஊઌͷҠৡ ΤϯλʔϓϥΠζαϙʔτͷ׆༻
ඇಉظͰૄ݁߹ͳ ࣸਅఆϑϩʔ 424 4 ྉཧ͖Ζ͘ͷެ։ &$4(16Ϋϥελʔ )BLPʹΑΔσϓϩΠͱ Φʔτεέʔϧ
&$4 (16ܭࢉػڥ 1BDLFSΛར༻ͨ͠ (16".*ͷ࡞ͱӡ༻ ".* Πϯελϯεͷ མͱ͠Εࢹ Πϯελϯεཧ$IBU#PU -BNCEB $MPVE8BUDI
PR
We’re Hiring! த్࠾༻ ৽ଔ࠾༻ ୈೋ৽ଔ࠾༻ ΞϧόΠτ࠾༻ https://info.cookpad.com/careers
Thank you!
ayemos
star_zero
brn
hr01
geshan
usamik26
sadnessojisan
grace2riku
imtnd
oracle4engineer
javiergs
yug1224
mattdclarke
smashingmag
kastner
scottboms
phodgson
davidbonilla
trallard
tammielis
addyosmani
hannesfritz
garrettdimon
edds
sachag
