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"Deep Learning on Arm Cortex-M Microcontrollers," a Presentation from Arm
The document discusses the shift of machine learning (ML) functionalities towards edge computing, highlighting Arm Cortex-M microcontrollers' capabilities in developing neural network (NN) solutions. It covers topics such as model optimization, deployment, and the CMSIS-NN interface for efficient NN execution on constrained hardware. The focus is on enhancing contextual awareness and intelligence in various applications, including voice activation and sensor fusion.
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"Deep Learning on Arm Cortex-M Microcontrollers," a Presentation from Arm
- 2. Why is MLMoving to the Edge?
- 3. Arm Cortex-M Contextual awarenessSensor fusion Voiceactivation Biometrics More Intelligence at the Edge
- 4. Range of “Edge”Applications
- 5.
- 6. Developing NN Solutionson Cortex-M
- 7. Developing NN Solutionson Cortex-M
- 8. Arm Cortex-M basedMCU Platforms
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- 10. • – – Use Case -Keyword Spotting
- 11. H/W Constrained NNModel Search
- 12. Optimize Models forthe Platform
- 13. Developing NN Solutionson Cortex-M
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- 15. • • • • • Model Deployment onCortex-M MCUs
- 16. Developing NN Solutionson Cortex-M
- 17. • • • Cortex Microcontroller SoftwareInterface Standard (CMSIS)
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- 20. A11 A12 A13A14 A21 A22 A23 A24 A31 A32 A33 A34 A41 A42 A43 A44 0 0 0 0 A11 A12 0 A21 A22 0 0 0 A12 A13 A14 A22 A23 A24 0 0 0 A14 A15 0 A24 A25 0 0 A21 A22 0 A31 A32 0 A41 A42 A22 A23 A24 A32 A33 A34 A42 A43 A44 A15 A25 A35 A45 A51 A52 A53 A54 A55 w11 w12 w13 w21 w22 w23 w31 w32 w33 w11 w12 w13 w21 w22 w23 w31 w32 w33 • • Convolution: Im2col + Matrix Multiplication
- 21. Data Layout inMemory: CHW vs. HWC
- 22. Image classification -Convolutional neural network • • Convolutional Neural Network (CNN) on Cortex-M7
- 23. • • • Convolutional Neural Network(CNN) on Cortex-M7
- 24. Convolutional Neural Network(CNN) on Cortex-M7
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- 29. 2929 © 2018Arm Limited The Arm trademarks featured in this presentation are registered trademarks or trademarks of Arm Limited (or its subsidiaries) in the US and/or elsewhere. All rights reserved. All other marks featured may be trademarks of their respective owners. www.arm.com/company/policies/trademarks