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PurdueX: Computer Vision for Embedded Systems

693,00 €

Learn about constraints and reducing resource requirements for computer vision on embedded systems.

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693,00 €

Learn about constraints and reducing resource requirements for computer vision on embedded systems.

Categories ,

Discover the Course

About this course

This course provides an overview of running computer vision (OpenCV and PyTorch) on embedded systems (such as Raspberry Pi and Jetson). The course emphasizes the resource constraints imposed by embedded systems and examines methods (such as quantization and pruning) to reduce resource requirements. This course will have programming assignments and projects proposed by the students.

Required texts or technologies:

This course does not have a required text. The course will read recently published papers. Students will use Google Colab for programming assignments.

At a glance

  • Institution: PurdueX
  • Subject: Engineering
  • Level: Advanced
  • Prerequisites:

    Knowledge of Python and Data Science or similar.

  • Language: English
  • Video Transcript: English
  • Associated skills:Google Colaboratory, Resource Constraints, Computer Vision, Quantization, OpenCV, Embedded Systems, Pruning, PyTorch (Machine Learning Library)

What you’ll learn

i. Use computer vision to analyze images.

ii. List the constraints of embedded systems.

iii. Explore design space of computer vision.

iv. Evaluate different methods for accuracy/time tradeoffs.

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