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Computer Engineering Final Year Topic: Design and Evaluation of Embedded Model Quantisation Benchmark

This Computer Engineering final year project investigates measuring classification cost on a modest development board, linking hardware behaviour and software assumptions through an explicitly bounded prototype or simulation.

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Why choose this project topic?

The topic makes measuring classification cost on a modest development board a testable computer-engineering problem with visible interfaces and failure cases. Measuring accuracy, inference latency and peak memory helps a student compare design alternatives and explain how resource constraints affect the proposed implementation.

How do the selected hardware or embedded-software choices affect accuracy, inference latency and peak memory when measuring classification cost on a modest development board?

Choose an available development board or simulator, agree the supported interface and workload, and narrow measuring classification cost on a modest development board with your supervisor.

Proposed project objectives

  1. 01Specify the interfaces, operating assumptions and expected behaviour for measuring classification cost on a modest development board.
  2. 02Use a licensed non-sensitive benchmark, compare quantisation settings and record inference time and memory with identical test inputs.
  3. 03Measure accuracy, inference latency and peak memory and document failures, resource limits and reproducibility.

A suggested research approach

Use a licensed non-sensitive benchmark, compare quantisation settings and record inference time and memory with identical test inputs. Keep all tests on owned, simulated or approved low-voltage equipment. Record hardware and tool versions, compare output with an independent reference, and evaluate accuracy, inference latency and peak memory using normal, boundary and interrupted-operation cases.

What you will need

  • Compatible low-voltage board
  • Licensed benchmark data
  • Model profiling tools

Keep your project scope clear

Benchmark success does not establish reliable performance for unrelated real-world tasks. Project writing does not supply working firmware or manufactured hardware.

Computer Engineering project chapter outline

Use this outline as a starting point. You can edit the chapter titles to match your department’s format during setup.

  1. Chapter 1Introduction
  2. Chapter 2Literature Review
  3. Chapter 3Materials and Methods
  4. Chapter 4Results and Discussion
  5. Chapter 5Conclusion and Recommendations

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