JavaScript & AI, V2

Transcript

1. AI & JavaScript
   No you’re not dreaming
   

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2. AI & JavaScript
   No you’re not dreaming
   

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3. @yashints
   Or is it?
   
   

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4. Lead consultant @TelstraPurple
   Yaser Adel Mehraban
   @yashints
   yashints.dev
   

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5. Why do it in browser?
   Wide distribution
   Interactive
   Sensors
   Data stays on the client
   

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6. @yashints
   https://playground.tensorflow.org
   

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7. @yashints
   Tensorflow.js
   

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8. @yashints
   Allows inference and
   training entirely in the
   browser or Node.js
   Released March 2018 GPU-accelerated via
   WebGL
   TensorFlow.js
   

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9. @yashints
   Build your own
   Run existing
   models
   Retrain
   with transfer learning
   

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10. @yashints
    TF TPU
    TF GPU
    Core API
    WebGL
    Layers API
    Model
    Browser Node.js
    TF CPU
    Keras Model
    Tensorflow
    Saved models
    

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11. @yashints
    Pre-trained models
    https://github.com/tensorflow/tfjs-models
    • MobileNet Object detection
    • PoseNet Human pose detection
    • CocoSSD Object localisation
    • BodyPix Human segmentation
    • USE Text classification
    

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12. @yashints
    Browser examples
    

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13. @yashints
    BodyPix
    demo
    

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14. @yashints
    

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15. @yashints
    Creatability
    yas.fyi/2Zl4N2p
    

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16. @yashints
    Airbnb
    

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17. @yashints
    Speech command
    

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18. @yashints
    

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19. @yashints
    aijs.rocks
    Asim Hussain � @jawache
    

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20. @yashints
    Node.js & Desktop
    

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21. @yashints
    yas.fyi/2LUfBkX
    Magenta Studio
    

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22. @yashints
    Retraining in Node.js
    

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23. @yashints
    Retraining in Node.js
    

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24. @yashints
    Demo
    

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25. @yashints
    

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26. @yashints
    “With Tensorflow.js and web,
    possibilities are endless, web
    development doesn’t have to be
    boring”
    “
    

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27. @yashints
    References
    https://www.tensorflow.org/js
    https://github.com/tensorflow/tfjs-examples
    https://www.freecodecamp.org/news/tensorflowjs-full-course/
    https://codelabs.developers.google.com/
    https://yashints.dev/blog/2018/11/27/get-started-with-tensorflowjs
    Slides https://yas.fyi/2MxNh7z
    

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28. Reach out
    Thanks!
    @yashints
    yashints.dev
    

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