Deep Neural Networks on Edge Devices with Vitis AI
Webinar
The pervasive use of AI in imaging tasks is showing in all markets and many products need to provide similar functionality. Often the core technologies are not easily available in scalable implementations, and this is where AMD FPGAs or Adaptive SoC can provide excellent solutions.
We will show how convolutional neural networks (CNN) models can be accelerated on AMD Adaptive SoCs with the help of the Vitis AI toolchain. The focus of this talk is set on understanding the modeling framework topology and parameter database based on simple models to gain insight into what a good fidelity-trained floating point model would resemble. This performance needs to be validated in the translation process through Vitis AI, like checking and correlating accuracy before and after quantization. A translation into microcode for the DPU is done by the Vitis AI compiler. Demonstrating the execution when finally running a model on the Deep Learning Processing Unit (DPU) inside the devices, the performance gain will become evident. The session closes by discussing how to integrate the DPU accelerator into an actual design and provides insight into pre-processing and post-processing approaches for data preparation.
Contact
Michael Schwarz
+49 7664 91313-15
Details
Duration
11-12 am CESTDates
Deep Neural Networks on Edge Devices with Vitis AI
WE
Online
Apr 30, 2024
Available formats for this training
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FAQ
01. Can you help me with reserving the room?
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Our face-to-face courses start daily at 9 a.m. (CET/CEST) and end at 5 p.m., with two coffee breaks and an extended lunch break. The total course time per day is 6 hours. For online courses, the start is also at 9 a.m. (CET/CEST), but they end at 2:30 p.m.. The total course time per day is 4 and a half hours plus breaks.
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Each participant of a paid PLC2 course will receive a signed certificate of attendance at the end of the course.
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You will receive binding confirmation 7 days before the course begins as to whether it will go ahead.
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We generally offer courses for 5 or more people. That means that if you would like to book a course at your premises, you need 5 people to register or need to pay the amount for 5 participants, even if fewer people attend.
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12. What language is the course in?
Our webinars and online courses are conducted in English. All our F2F training courses are generally conducted in German. Feel free to contact us if you need face-to-face training in English or online training in German.