I hope this message finds you well. I would like to place an order for the following services related to my master’s thesis, titled “CNN Object Detection Model Quantization for Reaching Real-Time Inference Speed on Tiny Edge Devices.”
The scope of the project includes:
- Master Thesis Writing: Full thesis development based on the research project.
- Software Coding:
- The code should be written in Python, using the PyTorch framework.
- The model to be used is MobileNet.
- The dataset will be the COCO Object Detection Dataset, which needs to be quantized.
- The quantization method to be applied is Quantization-Aware Training (QAT).
- Presentation: A presentation summarizing the project and its outcomes.
- Conference Paper: Writing a conference paper on the project results.
Additional requirements:
- I have to report to my advisor every two weeks on the progress. Any changes or feedback from the advisor should be incorporated as needed.
- I will provide detailed information or updates from my academic advisor if required during the project.