データサイエンスのためのAWSの使い方入門

データサイエンスのためのAWSの使い方入門
サポーターズCoLab勉強会 Jul 20 2017
村井 翔太朗

Transcript

1. σʔλαΠΤϯεͷͨΊͷ
   AWSͷ࢖͍ํೖ໳
   αϙʔλʔζCoLabษڧձ Jul 20 2017
   ଜҪ ᠳଠ࿕
   

   View Slide

2. ࣗݾ঺հ
   • ଜҪᠳଠ࿕
   • גࣜձࣾαΠόʔΤʔδΣϯτ
   • ΞυςΫຊ෦ ΠϯϑϥνʔϜ
   • ΠϯϑϥΤϯδχΞ
   ※ຊ೔ͷൃද͸ݸਓͷݟղͰ͋Γɺॴଐ͢Δ૊৫ͷެࣜݟղͰ͸͋Γ·ͤΜ
   

   View Slide

3. ͓·͑AWSৄ͍͠ͷʁ
   

   View Slide

4. ਓฒΈʹ͸஌ͬͯΔ(͸ͣ)
   • AWSྺɿ3೥͘Β͍
   • AWSͰ޷͖ͳαʔϏεɿRedshiftɺLambda
   • AWSೝఆɿAWS SAA
   • Re:Invent 2015 ࢀՃ͠·ͨ͠
   

   View Slide

5. ΊͪΌͪ͘Όৄ͋͘͠Γ·ͤΜ
   ઌ೔AWS SAPམͪ·ͨ͠…
   

   View Slide

6. օ༷ʹ࣭໰͍ͤͯͩ͘͞͞
   

   View Slide

7. σʔλαΠΤϯςΟετͷํ
   

   View Slide

8. σʔλ෼ੳ͸͠ͳ͍͚Ͳ

   σʔλ෼ੳج൫ͷߏஙΛ͢Δํ
   

   View Slide

9. ͳΜͰͦ΋ͦ΋ࠓ೔ͷ࿩͠͸
   σʔλαΠΤϯεͱAWSͳͷʁ
   

   View Slide

10. ༑ਓ
    ࠷ۙɺσʔλαΠΤϯεςΟετʹͳͬͨΘ
    ͦΕ͸ͦΕ͸ɺ͓څྉ͗ΐ͏͞Μ΋͏ͯΔΜ΍Ζ
    ଜҪ
    ϕϯνϟʔ΍͔Β·ͩ·ͩ͜Ε͔Βɻ
    ·ͩGPUͱ͔αʔόʔΛങ͏͓ۚ΋ͳ͍͠ɻ
    Ͱ΋ֶशͤ͞Δͷʹ਺೔͔͔ΔͷΑͶʔ
    ͋ΕɺΫϥ΢υ࢖ͬͯͳ͍ͷʁ
    Ϋϥ΢υͬͯ࢖ͬͨ͜ͱͳ͍͚Ͳߴ͍Ͱ͠ΐ
    ͋ͱ࢖͏ͷ΋೉ͦ͠͏΍͠
    ωοτϫʔΫͱ͔ߏஙͱ͔΋Ͱ͖ͳ͍͠
    ͦΜͳ͜ͱ೉͍͜͠ͱ͋Β΁ΜͰ
    ͦ͏ͳͷʁ
    ΄ͳࠓ౓ίʔώʔ͓͝Δ͔Β͓͑ͯ͠΍
    (130ԁͰ͸ͪΐͬͱ…)
    

    View Slide

11. ಉ྅ ػցֶश༻ͷαʔόʔͱ
    σʔλʹ෼ੳ༻ͷΫΤϦΛ౤͛ΔDBͱ
    ଞ෦ॺͱσʔλͷڞ༗΋͍ͨ͠

    ͬͯݴΘΕͨͷ΍͚Ͳ૬ஊͤͯ͞ʔ
    ͓ɺ·͍Ͳʂ
    ͜Ε͸ͨͿΜΫϥ΢υҊ݅Ͱ͢Θ
    ଜҪ
    ͑ɺࣗࣾαʔόʔ͡Όͳ͘Ϋϥ΢υͳͷʁ
    ن໛ʹ΋ΑΓ·͕͢Ϋϥ΢υͷ΄͏͕

    ։ൃεϐʔυ͕଎͘ɺίετ΋҆͘ɺ
    ӡ༻ָ͕Ͱ͢ͶΜ
    ΄͏΄͏ɺ΄ͳΘ͔ͬͯΔΜ΍ͬͨΒ

    ͜ͷ͓ئ͍͍͍ͯ͠ʁ
    (͑…Զʹ΋λεΫ͕)
    ͜Ε͚ͩ΍ͱ΍Ε·΁Μɻ
    ҰճͪΌΜͱώΞϦϯάͤͯ͞΋Β͍·͢Θɻ
    

    View Slide

12. ͦΜͳਓ͸ੈͷதʹ
    ͪΐͬͱ͚͍ͩΔͷͰ͸ͳ͍͔ͱɻ
    

    View Slide

13. ຊ೔ͷର৅ऀ
    • Ϋϥ΢υ࢖͍͍ͨσʔλαΠΤϯςΟετͷํ
    • σʔλαΠΤϯςΟετ(Ά͍ਓ)ʹ

    ج൫ͷߏஙΛ͓ئ͍͞Εͨํ
    • AWS࢖ͬͨ͜ͱͳ͍ํ
    • ࣗࣾ/ֶߍͰσʔλ෼ੳج൫Λ࣋ͬͯͳ͍ํ
    

    View Slide

14. ࠓ೔͓࿩͢Δ͜ͱ
    • AWSͱ͸
    • σʔλαΠΤϯεͱ͸
    • AWSαʔϏε঺հ
    • Amazon EC2
    • Amazon EMR
    • Amazon S3
    • Amazon Redshift
    • Ϋϥ΢υͰࣄނΛ๷͙ͨΊʹ
    

    View Slide

15. AWSͱ͸ʁ
    

    View Slide

16. AWS(Amazon Web Service)
    ͱ͸
    Ϋϥ΢υίϯϐϡʔςΟϯάαʔϏε
    →Ϩϯλϧαʔόʔͷ͍͢͝΍ͭ
    ʮΠϯϑϥ͕WebαʔϏεʹͳͬͨʯ
    AWS ʹ͍ͭͯ
    https://aws.amazon.com/jp/about-aws/
    

    View Slide

17. AWS͸ੈքதʹ͋Δ
    • Ϧʔδϣϯ
    • େ཮ͳͲ஍ཧతʹ཭ΕͨྖҬ
    • 14ͭͷϦʔδϣϯ
    • ౦ژɺόʔδχΞɺϩϯυϯ
    • ΞϕΠϥϏϦςΟʔκʔϯ
    • 1 ͭͷϦʔδϣϯʹෳ਺ͷͦΕͧΕಠཱͨ͠ϩέʔγϣϯ
    • ྫ. ౦ژϦʔδϣϯͷAZɿ඼઒ɺཱ઒

    ※࣮ࡍʹ͸ެ։͞Ε͍ͯ·ͤΜ
    EC2 ϦʔδϣϯͱΞϕΠϥϏϦςΟʔκʔϯ
    http://docs.aws.amazon.com/ja_jp/AWSEC2/latest/UserGuide/using-regions-availability-zones.html
    

    View Slide

18. AWSͰग़དྷΔ͜ͱ(΄ΜͷҰ෦)
    • ؆୯ʹߏஙͰ͖Δίϯϐϡʔτ(αʔόʔ)
    • EC2
    • ΫϦοΫ͚ͩͰग़དྷΔσʔλϕʔεͷߏங
    • RDS
    • ੍ݶແ͠ͷσʔλετϨʔδ
    • S3
    • ετϦʔϜॲཧ
    • Kinesis (Stream)
    

    View Slide

19. σʔλαΠΤϯεͱ͸ʁ
    σʔλΛऩूɺ෼ੳɺར༻ͯ͠༗ޮ׆༻͢Δٕज़·ͨ͸ֶ໰
    

    View Slide

20. σʔλαΠΤϯςΟετͱ͸
    σʔλαΠΤϯεྗɺ

    σʔλΤϯδχΞϦϯάྗΛϕʔεʹ

    σʔλ͔ΒՁ஋Λ૑ग़͠ɺ

    Ϗδωε՝୊ʹ౴͑Λग़͢

    ϓϩϑΣογϣφϧ

    ※͜͜ͰʮϏδωεʯͱ͸ࣾձʹ໾ʹཱͭҙຯͷ͋Δ׆ಈશൠΛࢦ͢
    Ұൠࣾஂ๏ਓσʔλαΠΤϯςΟετڠձ
    σʔλαΠΤϯςΟετͷϛογϣϯɺεΩϧηοτɺఆٛɺεΩϧϨϕϧΛൃද
    http://www.datascientist.or.jp/news/2014/pdf/1210.pdf
    

    View Slide

21. ͳͥσʔλαΠΤϯεͰ
    AWS(Ϋϥ΢υ)Λ࢖͏ͷ͔
    

    View Slide

22. σʔλ෼ੳʹٻΊΒΕΔ͜ͱ
    • σʔλΞφϦςΟΫε
    • େ͖͍σʔλΛ҆Ձʹѻ͍͍ͨ
    • σʔλ΢ΣΞϋ΢εʹ෼ੳΫΤϦΛ࣮ߦ͍ͨ͠
    • ؆୯ʹՄࢹԽ͍ͨ͠
    • ػցֶश࣮ߦج൫
    • ֶश࣌”͚ͩ”ඞཁʹͳΔେྔͷGPU
    • ӡ༻ΛͳΔ΂ͨ͘͘͠ͳ͍
    • ߏ੒ͳͲࣗ༝౓͕ߴ͍
    

    View Slide

23. ඞཁͳ࣌ʹ
    ඞཁͳϦιʔε͚ͩΛ֬อ͠
    ඞཁͳ෼͚ͩ෼ੳ͍ͨ͠
    Ϋϥ΢υ͕࠷దͰ͢Αʂ
    

    View Slide

24. σʔλ෼ੳ͢Δࡍʹ

    AWSͷͲͷαʔϏε͕࢖͑Δ͔
    

    View Slide

25. ঺հ͢ΔαʔϏε
    Amazon
    EC2
    Amazon
    S3
    Amazon
    EMR
    Amazon
    Redshift
    Ծ૝αʔόߏஙαʔϏε
    εέʔϥϒϧͰ
    ࢖ͬͨ෼͚ͩͷैྔ՝ۚ
    ϏοάσʔλϑϨʔϜϫʔΫΛ
    ؆୯ʹߏஙͰ͖ΔϚωʔδυαʔϏε
    HadoopɺSparkΫϥελʔ͕؆୯ʹߏஙͰ͖Δ
    σʔλετϨʔδαʔϏε
    ແ੍ݶʹσʔλ͕อ؅Ͱ͖Δ
    ੩తίϯςϯπͷWebϗεςΟϯά΋Մೳ
    AWS͕ఏڙ͢Δ
    ׬શϚωʔδυͷσʔλ΢ΣΞϋ΢ε
    SQL͕࣮ߦͰ͖ϖλόΠτن໛ͷ
    σʔλΛѻ͑Δ
    

    View Slide

26. Amazon EC2
    

    View Slide

27. Amazon EC2ͱ͸
    • Ϋϥ΢υίϯϐϡʔςΟϯά
    • ͍ΘΏΔԾ૝αʔόͷߏங
    • ྉۚମܥ
    • ίϯϐϡʔτͷىಈ࣌ؒʹԠͯ͡՝ۚ
    • ϘϦϡʔϜʹର͢Δ՝ۚ
    • ωοτϫʔΫసૹྔʹର͢Δ՝ۚ
    • ๛෋ͳΠϯελϯελΠϓ
    Amazon EC2 ͱ͸
    http://docs.aws.amazon.com/ja_jp/AWSEC2/latest/UserGuide/concepts.html
    

    View Slide

28. Amazon EC2ͷ஫ҙ఺
    • ॳظ͸όʔδχΞ๺෦ϦʔδϣϯͰىಈ
    • ηΩϡϦςΟάϧʔϓͰϙʔτΛղ์͠ͳ͍ͱ

    ωοτϫʔΫͷૄ௨͕ग़དྷͳ͍
    • ηΩϡϦςΟάϧʔϓͰશެ։[0.0.0.0/0]Λ

    ઃఆ͢Δࡍ͸஫ҙΛʂ
    • ύϒϦοΫIP/ElasticIPΛ෇༩͢Δඞཁ͋Γ

    (VPNͳͲ઀ଓͯ͠Δ৔߹Λআ͘)
    • ՝ۚ͸1࣌ؒ୯Ґ
    • 1෼࢖ͬͯ΋ɺ59෼࢖ͬͯ΋ಉ͡ྉۚ
    

    View Slide

29. EC2εϙοτΠϯελϯε
    • Amazonʹམͱ͞ΕΔ͔΋͠Εͳ͍͚Ͳɺ௿Ձ֨ͳΠϯελϯε
    • ೖࡳՁ֨ > ࢢ৔Ձ֨ͳΒࢢ৔Ձ֨ͰΠϯελϯεΛىಈͰ͖Δ
    • ࢢ৔Ձ֨ > ೖࡳՁ֨ͱͳΔͱΠϯελϯε͸ऴྃ
    • 70%off͘Β͍Ͱ࢖͑Δ(ݸਓ࣮੷)

    ※ΦϯσϚϯυΠϯελϯεͱͷൺֱ
    • ೖࡳΞυόΠβʔΛ࢖͏

    https://aws.amazon.com/jp/ec2/spot/bid-advisor/
    Amazon EC2 εϙοτΠϯελϯε
    http://docs.aws.amazon.com/ja_jp/AWSEC2/latest/UserGuide/using-spot-instances.html
    

    View Slide

30. ͱ͜ΖͰػցֶश͍ͨ͠ͷͰ
    GPUΛ࢖͍͍ͨ
    

    View Slide

31. GPUͬͯͳʹʁ
    • Graphics Processing Unit
    • ݩʑɺը૾ॲཧͳͲ޲͚ʹ։ൃ͞Εͨ
    • ฒྻԋࢉ͕ಘҙͳϓϩηοα
    • ߦྻԋࢉ͕ಘҙ

    ˠ σΟʔϓϥʔχϯάʹద͍ͯ͠Δ
    (16 $16
    

    View Slide

32. GPU࢖͏ͱͳͥ଎͍ͷ͔
    • ԋࢉग़དྷΔίΞ਺͕2000-4000ίΞ
    • ฒྻܭࢉॲཧʹ༗ར
    • CPU(Intel Xeonͱ͔)ͩͱ࠷େ48ίΞ͘Β͍
    • ϝϞϦ͕ಠཱ͔ͭߴ଎ಡΈࠐΈ
    • CPUͷϝϞϦόϯυ෯ΑΓ10ഒ͘Β͍଎͍
    • σΟʔϓϥʔχϯάͰ΋ར༻͢Δߦྻܭࢉ

    Λ௒ฒྻͰߦ͑ΔͷͰAIج൫Ͱ΋ར༻͕ਐΉ
    

    View Slide

33. ৄ͘͠GPUͷ͍ͭͯ஌Γ͍ͨํ͸
    ͜ͷຊ͕͓͢͢ΊͰ͢
    GPUΛࢧ͑Δٕज़

    ஶऀɿHisa Ando
    ൃച೔ɿ2017೥6݄30೔
    URLɿhttps://www.amazon.co.jp/dp/477419056X
    ※ΞϑΟϦϯΫͰ͸͋Γ·ͤΜ
    

    View Slide

34. AWSͰ࢖͑ΔGPU
    

    View Slide

35. GPUΠϯελϯελΠϓ
    p2Πϯελϯε
    g2 Πϯελϯε
    g3Πϯελϯε ←new
    

    View Slide

36. ౥ࡌGPUΠϯελϯε
    Πϯελϯε $16 W$16 ϝϞϦ (16 (16ϝϞϦ උߟ
    QYMBSHF (#
    /7*%*"5FTMB,
    (#
    QYMBSHF (# (#
    QYMBSHF (# (#
    HYMBSHF (#
    /7*%*"(3*%,
    (#
    HYMBSHF (# (#
    HYMBSHF (#
    /7*%*"5FTMB.
    (#
    ౦ژϦʔδϣϯ
    Ͱ͸࢖͑ͳ͍
    HYMBSHF (# (#
    HYMBSHF (# (#
    ※vCPU͸εϨου਺
    

    View Slide

37. Amazon EMR
    

    View Slide

38. Amazon EMRͱ͸
    • EC2Πϯελϯε্ʹ෼ࢄॲཧج൫Λ

    ΫϥελʔͰߏங͢ΔαʔϏε
    • HadoopɺApache Spark؀ڥͳͲ
    

    View Slide

39. Amazon EMRͷ஫ҙ఺ͳͲ
    • S3ʹ͋ΔΞϓϦέʔγϣϯΛࢦఆ࣮ͯ͠ߦͰ
    ͖ΔͷͰྑ͍
    • ϩά΋S3ʹग़ྗͰ͖ΔͷͰϩά͕อଘग़དྷΔ
    • ؂ࢹ͕೉͍͠
    • ΞϓϦέʔγϣϯଆͰৄࡉͳΤϥʔΛग़ྗͨ͠΄͏͕͍͍
    • EMRͰ͸੒ޭ/ࣦഊ͔͠ग़ྗ͞Εͳ͍
    

    View Slide

40. Amazon S3
    

    View Slide

41. σʔλϨΠΫ
    • σʔλϨΠΫͱ͸
    • ੜϩάɺը૾ɾө૾ɺԻ੠ɺͳͲͷ

    ʮඇߏ଄ԽσʔλʯΛ؅ཧ͢ΔྖҬ
    • ඞཁͳ࣌ʹσʔλϨΠΫ͔ΒऔΓग़͠ɺ

    ͙͢͞·σʔλΛ׆༻Ͱ͖Δ
    GE Announces First Data Lake Approach for Industrial Internet to Better Access, Analyze and Store Industrial-Strength Big Data
    http://www.businesswire.com/news/home/20140810005024/en/GE-Announces-Data-Lake-Approach-Industrial-Internet
    

    View Slide

42. Amazon S3
    • AWSͷετϨʔδαʔϏε

    σʔλϨΠΫͱͯ͠΋࢖͑Δ
    • ಛ௃
    • ଱ٱੑ 99.999999999%
    • 1ສݸͷΦϒδΣΫτͷ͏ͪ1ͭͷফࣦʹ1000ສ೥͔͔Δ
    • Մ༻ੑ 99.99%
    • S3αʔϏεμ΢ϯλΠϜ 52෼34ඵ
    • ࡉ͔͘ઃఆͰ͖ΔΞΫηείϯτϩʔϧ
    • ACLɺόέοτϙϦγʔɺAIMϙϦγʔ
    S3ͷΞΫηείϯτϩʔϧ·ͱΊ
    http://qiita.com/ryo0301/items/791c0a666feeea0a704c
    

    View Slide

43. Amazon S3ͷछྨ
    • S3 ඪ४
    • ී௨ͷετϨʔδ
    • S3 ඪ४ – ௿৑௕ԽετϨʔδ
    • ॏཁੑͷ௿͍࠶ੜՄೳͳσʔλ޲͚
    • S3 ඪ४ – ௿ස౓ΞΫηε
    • ΞΫηε͕গͳ͍σʔλ޲͚
    • ΞʔΧΠϒ(Amazon Glacier)
    • ΊͬͨʹΞΫηε͞Εͳ͍σʔλ༻
    https://aws.amazon.com/jp/s3/storage-classes/
    

    View Slide

44. Amazon S3ͷྉۚମܥ
    • ετϨʔδྉۚ
    • ͲΕ͘Β͍σʔλྔΛஔ͍ͯΔ͔
    • σʔλసૹྔ
    • ͲΕ͘Β͍σʔλΛ࣋ͪग़͔ͨ͠
    • APIίʔϧྉۚ
    • Ξοϓϩʔυ/࡟আ/μ΢ϯϩʔυͳͲͷૢ࡞
    

    View Slide

45. Amazon S3ͷ஫ҙ఺
    • σʔλసૹྔ͕݁ߏߴ͍Ͱ͢
    ex.1TB(1024GB)ΛΠϯλʔωοτܦ༝Ͱ

    μ΢ϯϩʔυͨ͠Β໿1.5ສԁ($143.36)
    • σϑΥϧτͷอ؅ઌ͕

    ถࠃ౦෦(όʔδχΞ)
    

    View Slide

46. Amazon Redshift
    

    View Slide

47. Amazon Redshiftͱ͸
    • AWS͕ఏڙ͢Δ׬શϚωʔδυܕͷ

    σʔλ΢ΣΞϋ΢ε(DHW)
    • ϖλόΠτΫϥεʹεέʔϧ͢Δ
    • ྻࢦ޲σʔλϕʔε
    • ྉۚମܥ͸ΦϯσϚϯυྉۚ
    

    View Slide

48. Amazon Redshiftͷ஫ҙ఺
    • σʔλߏ଄ͷઃܭΛ͢Δ(͋ͨΓલ?)
    • ಛʹ෼ࢄΩʔɺιʔτΩʔɺ࣌ܥྻςʔϒϧ෼ׂ
    • ࣌ʑɺڧ੍ϝϯςφϯε͕ൃੜ͢Δ
    • ϦΞϧλΠϜॲཧʹ͸ෆ޲͖
    • ͋͘·Ͱ෼ੳ༻ʹ࢖͏
    • ຊ൪؀ڥͰར༻͢Δ৔߹͸μ΢ϯλΠϜΛ૝ఆ͢Δ
    • μογϡϘʔυ͸༏ल
    

    View Slide

49. ঺հ͔ͨͬͨ͠αʔϏε
    Amazon
    RDS
    AWS͕ఏڙ͢ΔϚωʔδυܕ
    ϦϨʔγϣφϧσʔλϕʔε
    Amazon
    Athena
    Amazon S3 ಺ͷσʔλʹ
    SQL Λ࣮ߦͰ͖ΔαʔϏε
    6݄ʹ౦ژϦʔδϣϯ։࢝
    Amazon
    Kinesis
    Amazon
    Elasticsearch
    AWS
    Lambda
    Amazon
    VPC
    Amazon
    CloudWatch
    Amazonͷఏڙ͢Δ
    Ծ૝ωοτϫʔΫαʔϏε
    جຊ͸ແྉͰར༻Մೳ
    ετϦʔϛϯάॲཧ͕
    ग़དྷΔϚωʔδυαʔϏε
    αʔόʔϨεͰϓϩάϥϜΛ
    ࣮ߦͰ͖ΔαʔϏε
    ElasticsearchΛΤϯδϯ
    ͱͨ͠ϚωʔδυαʔϏε
    AWSͷ؂ࢹπʔϧ
    

    View Slide

50. Ϋϥ΢υͰࣄނΛ๷͙ͨΊʹ
    

    View Slide

51. ઈର΍Δ΂͖͜ͱ
    • ྉۚΞϥʔϜΛઃఆ͢Δ

    Ξϥʔτͱ௨஌Ͱ੥ٻֹΛϞχλϦϯά

    http://docs.aws.amazon.com/ja_jp/awsaccountbilling/latest/aboutv2/monitor-charges.html
    • APIΩʔͷ؅ཧ͸ެ։ઈର͠ͳ͍
    • Access key/Secret Key͸ඞͣެ։͠ͳ͍Α͏ʹ
    • ʮॳ৺ऀ͕AWSͰϛεͬͯෆਖ਼ར༻͞Εͯ$6,000੥ٻɺٽ͖ͦ͏ʹͳ͓ͬͨ࿩ʯͳͲ
    • ݟੵ΋Γ͸ඞ͓ͣ͜ͳ͏
    • AWS ؆қݟੵΓπʔϧ

    http://calculator.s3.amazonaws.com/index.html?lng=ja_JP
    • AWS ՝ۚମܥͱݟੵΓํ๏ʹ͍ͭͯ

    https://aws.amazon.com/jp/how-to-understand-pricing/
    • ηΩϡϦςΟάϧʔϓ͸[ssh 0.0.0.0/0]ͱ͔ઃఆ͠ͳ͍
    • ݁ߏϒϧʔτϑΥʔε(૯౰Γ߈ܸ)ͱ͔ɺ੬ऑੑ߈ܸ͕͋Γ·͢
    

    View Slide

52. ࣭໰λΠϜ
    

    View Slide

53. AWS΍σʔλαΠΤϯε
    ΍Γ͍ͨͻͱ
    ϚδͰઈࢍืूத
    ※ΦϑΟεݟֶ͚ͩͰ΋େৎ෉Ͱ͢
    αΠόʔΤʔδΣϯτ
    ΞυςΫελδΦ
    https://adtech.cyberagent.io/
    

    View Slide

54. ͋Γ͕ͱ͏͍͟͝·ͨ͠
    

    View Slide

55. ࢀߟ৘ใ
    AWS υΩϡϝϯτ
    https://aws.amazon.com/jp/documentation/
    AWS Ϋϥ΢υαʔϏε׆༻ࢿྉू
    https://aws.amazon.com/jp/aws-jp-introduction/
    Youtube AWSެࣜνϟϯωϧ(Re:InventͷηογϣϯͳͲ)
    ӳޠ https://www.youtube.com/user/AmazonWebServices
    ೔ຊޠ https://www.youtube.com/user/AmazonWebServicesJP
    
AWSΫϥ΢υσβΠϯύλʔϯ
    http://aws.clouddesignpattern.org/index.phpύλʔϯ
    Developers.IO
    http://dev.classmethod.jp/
    DeNA TechCon 2017 ͱ Developers Summit 2017 ͰDeNAͷػցֶशج൫ͱ෼ੳج൫ͷߨԋΛ͠·ͨ͠
    http://blog.livedoor.jp/sonots/archives/49502478.html
    

    View Slide