How to Develop High-Performance Deep Learning Applications on FPGA-based Edge Devices

Presenter: Farhad Fallahlalehzari, Applications Engineer, Aldec
Thursday, October 31, 2019

Abstract:

Machine Learning (ML) is becoming a fundamental part of almost any computer vision-based application on the edge. From pedestrian detection in ADAS to cancer diagnosis in medical, and quality assurance in agriculture. However, there are challenges involved in developing an optimized and high-precision machine learning applications on the edge such as selecting the right processing system and neural network. FPGAs, as edge computing units, have shown a solid potential on improving the performance of ML applications. Aldec has recently developed DNN-based object detection applications on TySOM-3A-ZU19EG embedded development board (using Xilinx® Zynq™ MPSoC™ FPGA) for its customers to kick start their ML projects. In this webinar, you will learn about the ML application development process and what tools are required to simplify the design and implementation for FPGA-based machine learning applications.

Agenda: 

  • AI vs machine learning vs deep learning
  • Deep learning application development flow and its challenges
  • ASICs vs GPUs vs FPGAs - which one is better for deep learning applications?
  • Main methods to achieve high-performance machine learning applications
  • How to develop an DNN-based object detection application using Xilinx Zynq MPSoC FPGA on TySOM embedded development board
  • Conclusion
  • Q&A

1 | 2  Next Page »



Review Article Be the first to review this article
Aldec


Jobs
Senior Software Architect Internet for EDA Careers at San Jose, California
Sr. Application Engineer for Mentor Graphics at Fremont, California
Salesforce Technical Lead   East Coast  for EDA Careers at Cherry Hill, New Jersey
Senior Account Managers… FORMAL VERIFICATION...VALLEY for EDA Careers at San Jose, California
Hardware Engineer, Board Design for Arista Networks at Santa Clara, California
Upcoming Events
DVCon U.S. 2020 at DoubleTree Hotel San Jose CA - Mar 2 - 5, 2020
OFC 2020 - The Optical Networking and Communication Conference & Exhibition at San Diego Convention Center San Diego CA - Mar 8 - 12, 2020
DATE '2020 at ALPEXPO Grenoble France - Mar 9 - 13, 2020
NVIDIA’s GPU Technology Conference (GTC) at San Jose McEnery Convention Center 150 West San Carlos Street San Jose CA - Mar 22 - 26, 2020



© 2020 Internet Business Systems, Inc.
25 North 14th Steet, Suite 710, San Jose, CA 95112
+1 (408) 882-6554 — Contact Us, or visit our other sites:
AECCafe - Architectural Design and Engineering TechJobsCafe - Technical Jobs and Resumes GISCafe - Geographical Information Services  MCADCafe - Mechanical Design and Engineering ShareCG - Share Computer Graphic (CG) Animation, 3D Art and 3D Models
  Privacy PolicyAdvertise