Edge AI Software Engineer

1 day ago


Hsinchu, Taiwan MediaTek Full time NT$1,200,000 - NT$2,400,000 per year

Job Description

  • Neuropilot converter tool enhancement, maintenance, and customer support
  • Enhance the converter tool coverage for different models and different deep learning frameworks
  • Develop general graph optimization passes to simplify the model after conversion
  • Develop and optimize PC model execution tool for accuracy evaluation after quantization/conversion
  • Troubleshoot and resolve technical issues related to converter tool
  • NeuroPilot quantization tool enhancement, maintenance, and customer support
  • Survey state-of-the-art (SOTA) quantization algorithms and conduct feasibility experiments/analysis
  • Design and implement quantization algorithms and acuracy analysis tool to reduce the accuracy impact after quantization
  • Troubleshoot and resolve technical issues related to quantization tool

Requirement
Education

  • Master's degree (or above) in Computer Science, Electrical Engineering, or related fields.

Technical Skill

  • Proficiency in PyTorch and C++ programming with strong debugging skills
  • Solid understanding of deep learning models and frameworks (PyTorch, ONNX, TensorFlow, etc.)
  • Experience with edge AI model optimization, such as quantization, compression, and pruning.
  • Familiar with software engineering, version control and CI/CD.

Nice To Have

  • Publication in top-tier conferences in edge AI related fields.
  • Experience with AI model execution frameworks, such as TensorFlow Lite, ONNXRuntime, ExecuTorch.
  • Experience with deployment of Generative AI models.


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