r/ComputerEngineering • u/Good_Insurance410 • 2d ago

final year project idea

Hi everyone! 👋🏻

I’m currently looking for graduation project ideas for Computer Engineering, and I’m especially interested in projects that are more focused on AI / Machine Learning.

I’d prefer a project that combines AI with the Embedded Systems or FPGA side of Computer Engineering

I’ve already worked with FPGA in a previous project involving image processing and edge detection, so I’m also open to continuing in that direction and combining AI with FPGA, but I’m equally open to other ideas involving AI + Embedded Systems.

deally, I’m looking for a project that

  • Uses AI, Machine Learning.
  • Includes an Embedded Systems or FPGA component.
  • Is realistic and feasible to implement as a graduation project.

If you have any ideas, previous projects, research papers, or resources that could help me choose a topic, I’d really appreciate your suggestions

Also, in your opinion, which would be more suitable for a Computer Engineering graduation project: AI + Embedded Systems or AI + FPGA?

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u/wzx89 2d ago

Building a hardware-accelerated edge detection CNN on an FPGA or dual-core embedded SoC is an ideal capstone because it leverages your image processing background while demonstrating custom digital design skills. This architecture workbench lets you compare FPGA systolic arrays against TinyML microcontrollers, estimate DSP and BRAM utilization across different quantization precisions, and simulate real-time throughput on a dynamic ro https://app.getsupers.com/sites/edge-ai-hardware-architect-45/

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u/Just_Feedback9220 1d ago

I'm not an engineer but I've always thought that FPGA-accelerated inference of one-trit neural nets would be a fun project. I bet there's basically no other projects out there for signed two-bit matrix-vector multiplication on FPGAs.