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A connected bar with Greengrass & some Deep Learning

Sameh BEN FREDJ
Sameh BEN FREDJ

From my participation to the Women in Machine Learning Paris Meetup. This is a presentation on how to build an IoT system using Edge computing and some Deep Learning.

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@SamehBenF 際際滷s Xebia Introduction to Edge Computing in the IoT Era A connected bar with Greengrass & some Deep Learning
@SamehBenF A little bit about me ... Sameh Ben Fredj Data scientist & IoT consultant @ Xebia Co-organizer of DataXDay Mum of 2 Food & Travel Lover @Punta Cana 2019
@SamehBenF Whats DATAXDAY conference ?
@SamehBenF DATAXDAY conference: The program is published !
@SamehBenF Thanks for the community support !! PROMO CODE: PDL-DXD PROMO CODE: DXD-WiMLDS
@SamehBenF Meet our connected bar ! Beer recognized and order sent to cloud Beer served Beer order via Pi camera source: Google image The connected bar interface
@SamehBenF Lets see a small video ! https://www.youtube.com/watch?time_con tinue=90&v=PqctEzu6QyA From Xebicon conference 2018: See demo from minutes 0:16 to 0:57
@SamehBenF Building an IoT system: A big challenge !
@SamehBenF IoT Cloud system architecture Visualization
@SamehBenF source: blog.octo.com Classical Cloud System
@SamehBenF Cloud system with Edge Computing source: blog.octo.com
@SamehBenF Edge Computing: De鍖nition Edge computing is a method of optimizing cloud computing systems by performing data processing at the edge of the network, near the source of the data source: Hackernoon
@SamehBenF Edge Computing: Bene鍖ts Decentralized processing Reliability Processing close to data source Select data and insights flow to the cloud Low latency Privacy and data protection
@SamehBenF Implementation with Greengrass Picamera + Raspberry Pi Greengrass Groupe Connected devices Cloud: IoT Core MQTT Device authentication
@SamehBenF GreenGrass core: Some features source: Amazon
@SamehBenF Instantiation & deployment from AWS IoT
@SamehBenF Instantiation & deployment from AWS IoT
@SamehBenF Greengrass features: ML inference source: Amazon
@SamehBenF GreenGrass: ML inference on Edge beer bottle: 0.88 soda bottle: 0.64 Deep Neural Network: Squeezenet like for image classification A convolutional neural network (CNN) Trained using ImageNet database Platform for NN: MXNet Model stored on S3
@SamehBenF Greengrass: REX Deployment Documentation Debugging Development
@SamehBenF 際際滷s Xebia Q&A THANKS !

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A connected bar with Greengrass & some Deep Learning