Build Smarter Apps with Flutter & Machine Learning

Transcript

1. Build Smarter Apps with
   Flutter & Machine Learning
   SivamuthuKumar
   Flutter Mumbai – July 2020
   

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2. Agenda
   • Flutter & Machine Learning
   • Build ML models – GCP ML Offerings
   • ML Inference on device/edge
   • Demo
   

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3. Sivamuthu Kumar
   Software Architect, Computer Enterprise Inc,
   Cloud, Mobile, IoT, ML
   Orlando, FL
   ksivamuthu ksivamuthu ksivamuthu
   

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4. Flutter
   

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7. Machine
   Learning
   

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8. Machine Learning
   Artificial Intelligence – AI
   Science of getting machines to do
   the things what they do in movies.
   (Mimic human behavior)
   Machine Learning – ML
   Subset of AI - The science of getting
   computers to act without being
   explicitly programmed.
   Deep Learning
   Subset of ML - Learning based on
   deep neural network.
   

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9. Google’s AI
   Building
   Blocks
   

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10. AI building blocks make
    it easy to add the human
    like capabilities of sight,
    language, and
    conversation to your
    applications.
    

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11. Machine Learning
    APIs
    Pre trained models
    ML Engine /
    Deep Learning VMs
    Custom Models
    Cloud AutoML
    Application Developers Data scientists & Practitioners
    @ksivamuthu
    Spectrum of AI Building Blocks
    

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12. Cloud Vision
    Cloud Speech
    Cloud Natural Language
    Cloud Video Intelligence
    Cloud Translation
    @ksivamuthu
    Fully trained, easy to use ML models
    

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13. Machine Learning APIs
    

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14. TensorFlow TPUs Google Machine Perception
    Pre-trained ML APIs and AutoML
    Energy Auto Finance Entertainment Media Manufacturing /
    Agriculture
    Retail
    @ksivamuthu
    

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15. Ensure Mask
    

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16. Ensure Mask
    • Preparing Dataset
    • Training
    • Evaluation
    • Exporting model to run in Edge/Device
    • Running inference in device
    

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17. Google Cloud
    AutoML Vision
    

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20. Flutter ML Libraries
    • mlkit
    • firebase_ml_vision
    • tflite
    

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21. Code walkthrough
    

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22. Thank you
    Sivamuthu Kumar
    ksivamuthu
    

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