Upgrade to Pro — share decks privately, control downloads, hide ads and more …

機械学習の知識ゼロでも動かせるAIツールキットの世界

 機械学習の知識ゼロでも動かせるAIツールキットの世界

2020/06/26 Developers.IO 2020 CONNECT 登壇資料

chao2suke

June 26, 2020
Tweet

More Decks by chao2suke

Other Decks in Technology

Transcript

  1. ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ

    ͤʔͷ
    AIπʔϧΩοτͷੈք

    View Slide

  2. ਗ਼໺ ߶࢙ʢͤʔͷʣ
    Ϋϥεϝιουגࣜձࣾ ࡳຈΦϑΟεॴଐ
    ΧϑΣࣄۀʹैࣄɻ
    ίϯϐϡʔλϏδϣϯΛ࢖༻ͯ͠ϨδΛ࢖ΘͣʹձܭΛࡁ·ͤΔ
    ΢ΥʔΫεϧʔܕళฮͷݚڀɾ։ൃΛߦ͏ɻ
    Classmethod, Inc.
    CX Division
    AI Expert

    View Slide

  3. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ࠷୹ͰػցֶशΛ࢖͏ʹ͸
    ຊ೔ͷςʔϚ

    View Slide

  4. ػ ց ֶ श
    Ϙʔυ
    ϑϨʔϜϫʔΫ
    Deep Learning
    ਺ֶ
    ඍ෼ੵ෼
    ߦྻ
    ઢܗ୅਺
    ϕΫτϧ
    ଛࣦؔ਺
    ޡࠩٯ఻೻๏
    ޯ഑߱Լ๏
    scikit-learn PyTorch
    Tensorflow
    ϕΠζ෼ྨث K-means
    SVM PCA
    Chainer
    GPU
    VPU
    ΞʔΩςΫνϟ
    FPGA
    ΞϧΰϦζϜ

    View Slide

  5. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    σ ʔ λ α Π Τ ϯ ς Ο ε τ
    Π ϯ ϑ ϥ Τ ϯ δ χ Ξ
    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ

    View Slide

  6. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    σ ʔ λ α Π Τ ϯ ς Ο ε τ
    Π ϯ ϑ ϥ Τ ϯ δ χ Ξ
    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ
    ֶ



    View Slide

  7. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    σ ʔ λ α Π Τ ϯ ς Ο ε τ
    Π ϯ ϑ ϥ Τ ϯ δ χ Ξ
    Ϋϥ΢υπʔϧ
    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ
    ֶ



    View Slide

  8. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    A I Τ ϯ δ χ Ξ
    Ϋϥ΢υπʔϧ
    ֶ



    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ

    View Slide

  9. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    AIπʔϧΩοτ
    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ
    ֶ



    View Slide

  10. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ػ ց ֶ श
    We b ϓ ϩ ά ϥ Ϛʔ
    I o T Τ ϯ δ χ Ξ
    AIπʔϧΩοτ
    ֶ



    API API

    View Slide

  11. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    AWS Azure GCP
    ࣗવݴޠॲཧ Amazon Comprehend
    Language
    Understanding
    Cloud Natural Language
    νϟοτϘοτ Amazon Lex Azure Bot Service Dialogflow
    ݴޠ຋༁ Amazon Translate Translator Text Cloud Translation
    ݴޠൃ࿩ Amazon Polly Speech Services Cloud Text-to-Speech

    View Slide

  12. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    AWS Azure GCP
    ը૾ೝࣝ Amazon Rekognition Computer Vision Cloud Vision
    Ϩίϝϯυ Amazon Personalize Personalizer Recommendations AI
    ͦͷଞ
    Amazon Forecast
    Amazon Textract
    Amazon Elastic Inference
    Ground Truth
    Amazon Kendra
    Anomaly Detector
    Azure Form Recognizer
    Cloud TPU
    Cloud AutoML(Vision/
    Natural Langage/
    Translation)

    View Slide

  13. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  14. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  15. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  16. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  17. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  18. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  19. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  20. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  21. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  22. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  23. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  24. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  25. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  26. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  27. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  28. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  29. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  30. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  31. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  32. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  33. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  34. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  35. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  36. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    ఆظతͳվળ

    View Slide

  37. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  38. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  39. Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք
    Developers.IO 2020 CONNECT
    ػցֶशͷ஌ࣝθϩͰ΋ಈ͔ͤΔ
    AIπʔϧΩοτͷੈք

    View Slide

  40. View Slide