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

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

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

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Flutter

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Machine Learning

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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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Google’s AI Building Blocks

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

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

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Machine Learning APIs

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

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Ensure Mask

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

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Google Cloud AutoML Vision

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Flutter ML Libraries • mlkit • firebase_ml_vision • tflite

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Code walkthrough

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Thank you Sivamuthu Kumar ksivamuthu