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Amazon SageMaker で実現する生産性の高い機械学習基盤 / #AWSDevDay

Avatar for Nao Minami Nao Minami
November 01, 2018
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Amazon SageMaker で実現する生産性の高い機械学習基盤 / #AWSDevDay

AWS Dev Day Tokyo 2018 で「Amazon SageMaker で実現する生産性の高い機械学習基盤」について発表しました!
https://aws.amazon.com/jp/aws-devday-tokyo-2018/sessions/

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Nao Minami

November 01, 2018
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  1. ©2018 Wantedly, Inc. /BP.JOBNJ *OGSBTUSVDUVSF&OHJOFFS 8BOUFEMZ *OD (JU)VCTPVUI 5XJUUFSTPVUI 8BOUFEMZͰػցֶशج൫ͷվળʹऔΓ૊Ή

     43&ͱͯ͠ͷ໾ׂʢαʔϏεͷ৴པੑʹ੹೚ʣ  ։ൃج൫ͱͯ͠ͷ໾ׂʢΤϯδχΞͷੜ࢈ੑʹ੹೚ʣ
  2. ©2018 Wantedly, Inc.  8BOUFEMZʹ͓͚Δػցֶशͷ׆༻  8BOUFEMZͷػցֶशج൫ w ػցֶशج൫ͷશମ૾ w

    "NB[PO4BHF.BLFSಋೖҎલͷ՝୊  "NB[PO4BHF.BLFSͷ׆༻ w "NB[PO4BHF.BLFSͱ͸ʁ w "NB[PO4BHF.BLFSΛಋೖͯ͠Έͯ  ·ͱΊ "HFOEB
  3. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w Ϣʔβʔʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄ͔Βͷݻ༗දݱநग़ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  4. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w Ϣʔβʔʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄ͔Βͷݻ༗දݱநग़ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  5. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ʢ࠶ܝʣ w 8BOUFEMZ7JTJU w Ϣʔβʔʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄ͔Βͷݻ༗දݱநग़ w ࿩୊هࣄͷύʔιφϥΠζ w FUD
  6. ©2018 Wantedly, Inc. 8BOUFEMZʹ͓͚Δػցֶशͷ׆༻ w 8BOUFEMZ7JTJU w ਓʹର͢Δʮاۀͷืूʯͷਪન w اۀʹର͢Δʮީิऀʯͷਪન

    w 8BOUFEMZ1FPQMF w ໊ࢗը૾ಡΈऔΓϩδοΫ w Ϣʔβʔಉ࢜ͷͭͳ͕ΓਪఆϩδοΫ w ࿩୊هࣄͷύʔιφϥΠζ w FUD ༷ʑͳλεΫͰػցֶशΛ׆༻ʂ
  7. ©2018 Wantedly, Inc. w σʔλج൫ w ։ൃֶश w ධՁ w

    σϓϩΠ w ܭଌ "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾
  8. ©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜMPDBM1$ (16JOTUBODF w

    ։ൃֶश؀ڥ͸λεΫʹԠͯ͡MPDBM1$΍(16JOTUBODFͳͲΛ࢖͍෼͚ w (16JOTUBODF͸/7*%*"%PDLFS TFUVQTDSJQUͰ؀ڥߏங w ධՁ w σϓϩΠ w ܭଌ "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾
  9. ©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜMPDBM1$ (16JOTUBODF w

    ධՁʜFW w FWͱ͍͏ࣗࣾ੡044ͷධՁσʔλ؅ཧπʔϧͰP⒐JOFධՁ݁ՌΛϝλσʔλͱҰॹʹ؅ཧ w P⒐JOFධՁTDSJQU͸TDSJQUFWBMVBUFͱ͍͏໊લͰ֤.-ϨϙδτϦʹ഑ஔ͠ɺ࣮ߦ w σϓϩΠ w ܭଌ "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾
  10. ©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜMPDBM1$ (16JOTUBODF w

    ධՁʜFW w σϓϩΠʜ,VCFSOFUFT w ,VCFSOFUFTΛ׆༻ɻ,VCFSOFUFT$MVTUFS্ʹ୭Ͱ΋؆୯ʹ"1*TFSWFS͕ͨͯΒΕΔɻ w ,VCFSOFUFTͷ4DIFEVMFE+PCͰόονܭࢉΛ࣮ߦɻ w ܭଌ "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾
  11. ©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜMPDBM1$ (16JOTUBODF w

    ධՁʜFW w σϓϩΠʜ,VCFSOFUFT w ܭଌ w σʔλج൫͕੔ͬͯΔͷͰɺ؆୯ʹϩάऩूɻ"#UFTUͳͲͰޮՌݕূɻ "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾
  12. ©2018 Wantedly, Inc. w σʔλج൫ʜ#JH2VFSZ 4 w ։ൃֶशʜMPDBM1$ (16JOTUBODF w

    ධՁʜFW w σϓϩΠʜ,VCFSOFUFT w ܭଌʜϩάऩू "#UFTU "NB[PO4BHF.BLFSಋೖҎલͷػցֶशج൫ͷશମ૾ ৄࡉ͸SFKFDUDPOͷࢿྉΛࢀরIUUQTTQFBLFSEFDLDPNTPVUIOVNCFSSFKFDUDPO
  13. ©2018 Wantedly, Inc. w σʔλج൫ w ։ൃֶशʜMPDBM1$ (16JOTUBODFΛར༻ w ධՁ

    w σϓϩΠ w ܭଌ "NB[PO4BHF.BLFSಋೖҎલ͸։ൃˍֶशʹ՝୊
  14. ©2018 Wantedly, Inc. w ؀ڥηοτΞοϓ͕໘౗ w (16JOTUBODFͳͲ͸ɺػցֶशΛ࢝ΊΔલʹ؀ڥηοτΞοϓ͕ඞཁ w ༨෼ͳεςοϓ͕ػցֶश։ൃΛ࢝ΊΔલʹଘࡏ w

    TFUVQTDSJQUΛར༻͍͕ͯͨ͠ɺϝϯςφϯε͕ίετ w +VQZUFS)VCͳͲ΋ࢼ͕ͨ͠ɺJOTUBODFͩͱ؀ڥ͕TIBSF͞Εͯѻ͍ͮΒ͍ w ϦιʔεΞΫηεͷݖݶઃఆ͕໘౗ w #JH2VFSZ 4ʹର͢ΔݖݶΛ࣋ͬͨJBNΛ഑෍͍͕ͯͨ͠ɺػցֶशΤϯδχΞ͕૿͑ͨ ࡍʹJBNΛ౎౓഑෍ͯ͠TFUVQͯ͠΋Β͏ӡ༻͕ίετ w (16JOTUBODFΛར༻͢Δࡍ͸ɺػցֶशΤϯδχΞࣗ਎ʹDSFEFOUJBMΛઃఆͯ͠΋Β͏ඞ ཁ͕͋Δ ՝୊։ൃ؀ڥߏங͕ෛ୲
  15. ©2018 Wantedly, Inc. "NB[PO4BHF.BLFSͱ͸ʁ w ։ൃʜ/PUFCPPL*OTUBODF w +VQZUFS/PUFCPPL͕ϓϦΠϯετʔϧ͞Εͨঢ়ଶͰىಈ w ௿ίετͰਓ͕઎༗Մೳɺىಈ࣌ʹ೚ҙͷTUBSUTDSJQUΛ࣮ߦՄೳ

    w ֶशʜ5SBJOJOHJOTUBODF w ߴίετͳJOTUBODFΛֶशδϣϒ࣮ߦ͚࣌ͩىಈɺEPDLFSͰࣗ༝ʹ؀ڥߏங w σϓϩΠʜ)PTUJOHJOTUBODF w ࣗ෼ͨͪͰTFSWFSΛཱͯͳͯ͘΋ɺ"NB[PO4BHF.BLFS͚ͩͰ"1*ΛఏڙՄೳ / 5 )
  16. ©2018 Wantedly, Inc. "NB[PO4BHF.BLFS্Ͱͷ։ൃɾֶशɾσϓϩΠͷجຊαΠΫϧ /PUFCPPL*OTUBODF  /PUFCPPL*OTUBODF্ͷ+VQZUFS/PUFCPPLͰ։ൃ ίʔυΛॻ͍ͨΒɺ5SBJOJOH*OTUBODF্Ͱֶश w /PUFCPPL*OTUBODF্ͷ+VQZUFS/PUFCPPL͔Β

    AFTUJNBUPSpUAͱ͍͏ؔ਺ݺͼग़͠Ͱֶशδϣϒ։࢝ ֶशࡁΈϞσϧΛ)PTUJOH*OTUBODF΁σϓϩΠ w AFTUJNBUPSEFQMPZAͱ͍͏ؔ਺ݺͼग़͠ͰσϓϩΠ 5SBJOJOH*OTUBODF  )PTUJOH*OTUBODF  / 5 )
  17. ©2018 Wantedly, Inc. 8BOUFEMZͰ͸ɺ։ൃͱֶशʹ஫໨ w ։ൃʜ/PUFCPPL*OTUBODF w +VQZUFS/PUFCPPL͕ϓϦΠϯετʔϧ͞Εͨঢ়ଶͰىಈ w ௿ίετͰਓ͕઎༗Մೳɺ೚ҙͷTUBSUVQTDSJQUΛ࣮ߦՄೳ

    w ֶशʜ5SBJOJOHJOTUBODF w ߴίετͳJOTUBODFΛֶश͚࣌ͩىಈɺEPDLFSͰࣗ༝ʹ؀ڥߏங w σϓϩΠʜ)PTUJOHJOTUBODF w ࣗ෼ͨͪͰTFSWFSΛཱͯͳͯ͘΋ɺ4BHF.BLFS͚ͩͰ"1*ΛఏڙՄೳ
  18. ©2018 Wantedly, Inc. w /PUFCPPL*OTUBODFͰղܾ w ىಈ͢Δͱଈ࠲ʹ+VQZUFS/PUFCPPLΛ࢖͑Δ w ओཁͳ.-ϥΠϒϥϦ͕ϓϦΠϯετʔϧࡁΈͰɺ͙͢ʹ։ൃΛ࢝ΊΒΕΔ w

    ىಈ࣌ͷTUBSUTDSJQU͕ొ࿥ग़དྷΔͷͰɺ௥Ճͷ؀ڥηοτΞοϓ΋Մೳ w ձࣾɺ͋Δ͍͸νʔϜݻ༗ͷ؀ڥηοτΞοϓ͕Մೳ w /PUFCPPL*OTUBODF͸BUUBDI͢Δ*".SPMFͰݖݶઃఆ͕Մೳɻʮద੾ʹݖݶ෇༩͞Εͨ JOTUBODFΛଈ࠲ʹ࡞੒͢Δʯ͜ͱ͕ग़དྷΔɻ ՝୊ʮ։ൃ؀ڥߏங͕ෛ୲ʯ͕Ͳ͏ղܾ͞Ε͔ͨ / ։ൃ؀ڥߏஙͷίετ͕ܶతʹԼ͕ͬͨ
  19. ©2018 Wantedly, Inc. w 5SBJOJOH*OTUBODFͰղܾ w ֶशσʔλ΍ϞσϧσʔλΛ4ʹ഑ஔ͢ΔલఏͰઃܭ͞Ε͍ͯΔ w ֶशσʔλ͸ʮ4্ͷֶशσʔλ͕ଘࡏ͢ΔQBUIʯͱֶͯ͠श։࢝࣌ʹࢦఆͨ͠΋ͷ͕ ར༻͞ΕΔ

    w Ϟσϧσʔλ͸ʮ4্ͷΞ΢τϓοτQBUIʯͱͯ͠ࢦఆͨ͠Օॴʹॻ͖ग़͞ΕΔ w ֶशσʔλ͕4্ʹ࢒Γɺࢦఆͨ͠QBUI΋ίʔυͱͯ͠࢒ΔͷͰɺʮ࠶ݱੑʯ͕ߴ·Δ ՝୊ʮֶशσʔλɺϞσϧσʔλͷѻ͍ʹݫ֨ͳϧʔϧ͕ແ͍ʯ͕Ͳ͏ղܾ ͞Ε͔ͨ 5 σʔλͷѻ͍ʹݫ֨ͳϧʔϧ͕ੜ·Εͨ
  20. ©2018 Wantedly, Inc. "NB[PO4BHF.BLFSͷྑ͍ͱ͜Ζ  ௿ίετͰར༻Ͱ͖Δ w ։ൃͷࡍ͸/PUFCPPL*OTUBODFΛجຊతʹ௿ίετΠϯελϯεͰಈ͔͢ɻྫ͑͹ NMUNFEJVNΛબ΂͹ɺ্ཱͪ͛ͬͺͳ͠Ͱ΋ϲ݄Ͱ ԁఔ౓ɻNMQYMBSHFͷΑ͏

    ͳ(16*OTUBODFͷ໿෼ͷͷίετɻ w ֶशͷࡍ͸5SBJOJOH*OTUBODF͸ֶशδϣϒ࣮ߦ͚࣌ͩىಈɺֶशδϣϒऴྃͱͱ΋ʹࣗಈͰ ఀࢭɻߴίετͳΠϯελϯεΛར༻ͯ͠΋ɺίετ͸࠷খݶʹ཈͑ΒΕΔɻ / 5
  21. ©2018 Wantedly, Inc. "NB[PO4BHF.BLFSಋೖͷࡍʹΠϯϑϥΤϯδχΞͱͯ͠औΓ૊Μͩࣄ w ݖݶ؅ཧ΍ӡ༻ϙϦγʔΛܾΊΔ w "NB[PO4BHF.BLFSͷ*OTUBODFʹBUUBDI͢Δ*".SPMFͷ࡞੒ɾ؅ཧϙϦγʔܾΊ w /PUFCPPL*OTUBODFΛӾཡ͢Δ*".ͷ࡞੒ɾ؅ཧϙϦγʔܾΊ

    w /PUFCPPL*OTUBODFͷӾཡʹ͸ATBHFNBLFS$SFBUF1SFTJHOFE/PUFCPPL*OTUBODF6SMA͕ ඞཁɻಛఆͷ*".VTFS HSPVQʹಛఆͷ/PUFCPPL*OTUBODFʹର͢Δݖݶ෇༩ɻ w /PUFCPPL*OTUBODFͷΠϯελϯεىಈ࣌ͷTUBSUTDSJQUͷ಺༰ઃఆɺӡ༻ϙϦγʔܾΊ w ͋ͱ͸ɺػցֶशΤϯδχΞͷਓʹ࢖ͬͯ΋Β͍ͳ ͕Β؀ڥΛ੔උ
  22. ©2018 Wantedly, Inc. "NB[PO4BHF.BLFSಋೖͷࡍʹػցֶशΤϯδχΞʹऔΓ૊ΜͰ΋Βͬͨࣄ w ࣮ࡍʹػցֶश։ൃΛ"NB[PO4BHF.BLFSͰ ਐΊͯ΋Β͏ w ݖݶ౳͸໰୊ͳ͘࢖͑Δ΋ͷʹͳͬͯΔ͔ w

    ࣾ಺ͷࣄ৘Ͱ೉͍͠ӡ༻΍෼͔Γʹ͍͘ػೳͳͲ͸͋Δ͔ w DVTUPNEPDLFSJNBHFͷར༻ํ๏౳΋ɺௐࠪͯ͠΋Β͍ͳ͕Β։ൃͯ͠΋Βͬͨ w ։ൃֶशΛ"NB[PO4BHF.BLFSͰ׬݁Ͱ͖ Δ͜ͱΛ֬ೝ͢Δ w σʔλ෼ੳ͔Βɺ։ൃɺֶशɺϞσϧσʔλग़ྗ·Ͱ
  23. ©2018 Wantedly, Inc. /PUFCPPL*OTUBODFͰͷ։ൃ࣌ͷ஫ҙ఺ɾ5JQT Ad4BHF.BLFSAҎԼʹඞཁͳϑΝΠϧ͸഑ஔ w ΠϯελϯεΛTUPQ͢ΔͱɺAd4BHF.BLFSAҎԼҎ֎ͷϑΝΠϧ͸ফ͑ͯ͠·͏ͷͰ஫ҙ w PTQBDLBHF΋ফ͑ΔͷͰɺ+VQZUFS/PUFCPPL͔ىಈ࣌ͷTUBSUTDSJQUͰηοτΞοϓ͢Δ ϝϞϦͷ࢖͍͗͢ʹ஫ҙ

    w ϝϞϦΛ࢖͍ա͗Δͱɺ+VQZUFS/PUFCPPL͕GSFF[Fͯ͠͠·͏ɻ࠶ىಈͰGSFF[F͸ղফ ग़དྷΔ͕ɺར༻ϝϞϦ͕ଟ͍࣌͸JOTUBODFUZQFΛ্͛ΔͳͲͷӡ༻্ͷ޻෉͕ඞཁɻ %JTL͸&'4ͷར༻͕ਪ঑ w /PUFCPPL*OTUBODFͷ%JTLTJ[F͸ݱ࣌఺Ͱ͸(#ݻఆͰɺมߋͰ͖ͳ͍ɻ଍Γͳ͘ͳΔ৔ ߹͸ɺ&'4ΛϚ΢ϯτͯ͠ར༻͢Δ͜ͱ͕ਪ঑͞Ε͍ͯΔɻ
  24. ©2018 Wantedly, Inc.  5SZ&SSPSͰ͸MPDBMNPEFͰͷֶश͕ਪ঑ w 5SBJOJOH*OTUBODFͷىಈʹ͸਺෼͔͔ΔɻσόοάͳͲ5SZ&SSPSΛ͍ͯ͠Δ࣌͸͜ͷ ਺෼͕੯͍͠ͷͰɺ*OTUBODFͷىಈΛ଴ͭඞཁ͕ͳ͘ߴ଎ͳMPDBMNPEFͰͷֶश͕ਪ঑ɻ DVTUPNEPDLFSJNBHFΛར༻͢Δ࣌͸APQU NMAͷڍಈΛཧղ͢Δ΂͖

    w DPOUBJOFS಺ͷAPQUNMAͱ͍͏σΟϨΫτϦ͕ॏཁͳ໾ׂΛՌͨ͢ɻ w ֶश࣌ʹֶशσʔλͷ഑ஔ͞ΕͨTQBUIΛࢦఆ͢Δͱɺͦͷதͷσʔλ͕APQUNM JOQVUEBUBAҎԼʹίϐʔ͞ΕΔɻֶशδϣϒ͔Β͸͜ͷίϐʔ͞ΕͨσʔλΛར༻͢Δɻ w ֶशऴྃޙʹֶशδϣϒ͔ΒAPQUNMNPEFMA΁ϞσϧσʔλΛॻ͖ࠐΉͱɺग़ྗઌͱ͠ ͯࢦఆͨ͠TQBUI΁Ξοϓϩʔυ͞ΕΔɻ ֶश࣌ͷ஫ҙ఺ɾ5JQT
  25. ©2018 Wantedly, Inc. w "NB[PO4BHF.BLFSͰ։ൃͨ͠੒Ռ͸ʁ "NB[PO4BHF.BLFSͰ։ൃͨ͠੒Ռʹ͍ͭͯ w ݱࡏɺ"NB[PO4BHF.BLFSͰ։ൃֶशͨ͠ ͭͷʮػցֶशϓϩδΣΫτʯ͕ϦϦʔεࡁΈ w

    Ն͔Βಋೖɻ݄ʹݕূɺ݄͔Β৽͍͠ػցֶशϓϩδΣΫτΛத৺ʹຊ֨తʹར༻ɻ w ·ͩϦϦʔε͞Εͯͳ͍ػցֶशϓϩδΣΫτ΋"NB[PO4BHF.BLFS্Ͱ։ൃதɻ
  26. ©2018 Wantedly, Inc. Ϣʔβʔಉ࢜ͷͭͳ͕Γਪఆ w ʮϓϩμΫτʹ͸ଘࡏ͠ͳ͍͕ɺݱ࣮Ͱ͸ଘࡏ ͢Δͭͳ͕ΓʯΛਪఆ͢Δ "͞Μ $͞Μ #͞Μ

    w ྫ"͞Μͱ$͞Μ͸#͞Μͱ͍͏ڞ௨ͷͭͳ͕Γ͕ ଘࡏ͢ΔͷͰɺݱ࣮Ͱ͸࣮͸ܨ͕͍ͬͯΔ͔΋ʁ w 'BDFCPPL΍-JOLFEJO΋ɺͭͳ͕ΓਪఆΛͯ͠ʮ஌Γ ߹͍Ͱ͸ʁʯػೳΛ࡞͍ͬͯΔ
  27. ©2018 Wantedly, Inc. ͭͳ͕ΓਪఆϩδοΫ w %FFQ8BMLͱ͍͏ख๏Λར༻ w άϥϑʢͭͳ͕ΓΛ൓өͨ͠σʔλߏ଄ʣͷ্ΛϥϯμϜʹભҠ͢ΔϥϯμϜ΢ΥʔΫͱɺ 8PSEWFDͷ4LJQ(SBNΛ૊Έ߹ΘͤΔख๏ w

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