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GTC On-Demand

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Abstract:
Learn how to bring the power of convolutional neural networks and deep learning to memory- and power-constrained devices like smartphones, wearable devices, and drones. We'll show these techniques at work on real-world project and discuss tips and tricks, speed and accuracy trade-offs, and benchmarks on different hardware. We will then demonstrate how to get started developing your own deep learning application for storage- and power-constrained mobile devices. We'll also discuss how to apply similar techniques to increase deep neural net efficiency when deploying in a regular cloud-based production environment. This approach reduces the number of GPUs required and lowers cost.
Learn how to bring the power of convolutional neural networks and deep learning to memory- and power-constrained devices like smartphones, wearable devices, and drones. We'll show these techniques at work on real-world project and discuss tips and tricks, speed and accuracy trade-offs, and benchmarks on different hardware. We will then demonstrate how to get started developing your own deep learning application for storage- and power-constrained mobile devices. We'll also discuss how to apply similar techniques to increase deep neural net efficiency when deploying in a regular cloud-based production environment. This approach reduces the number of GPUs required and lowers cost.  Back
 
Topics:
AI Application Deployment and Inference, AI and DL Research
Type:
Tutorial
Event:
GTC Silicon Valley
Year:
2019
Session ID:
S9648
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Abstract:
We''ll detail the journey of building Seeing AI, an app from Microsoft AI & Research that narrates the world around you. Designed for the blind and low-vision community, this research project harnesses the power of AI to describe people, text, and objects. Seeing AI leverages object classification, detection, image captioning, and more, with several running on the device in real time at more than 15 frames per second. We''ll go over the learnings, challenges, hits, and misses we encountered while developing the application.
We''ll detail the journey of building Seeing AI, an app from Microsoft AI & Research that narrates the world around you. Designed for the blind and low-vision community, this research project harnesses the power of AI to describe people, text, and objects. Seeing AI leverages object classification, detection, image captioning, and more, with several running on the device in real time at more than 15 frames per second. We''ll go over the learnings, challenges, hits, and misses we encountered while developing the application.  Back
 
Topics:
AI Application Deployment and Inference, Computer Vision
Type:
Talk
Event:
GTC Silicon Valley
Year:
2018
Session ID:
S8598
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