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Computer vision and LLM algorithm toolchain and optimization engineer

Computer vision and LLM algorithm toolchain and optimization engineer

AmbarellaHsinchu, Taiwan
19 days ago
Job description

Role Description :

The engineer will be responsible for the design and development of optimization tools for neural networks, transformers, and large language models (LLMs). This role involves applying post-training, training-aware, and other advanced optimization techniques to enhance model efficiency and performance.

Key responsibilities :

  • Develop optimization toolchains for computer vision models and large language models (LLMs).
  • Perform hardware-aware model optimization and porting for Ambarella platforms.
  • Research and evaluate emerging technologies, including pruning, quantization, and fine-tuning techniques for convolutional neural networks (CNNs), transformers, and LLMs.
  • Provide technical support and solutions to customers regarding model optimization and deployment.

Requirements :

  • Education background : Master degree or degree
  • Minimum experience : At least one year of relevant work or academic experience
  • Similar or other experiences :
  • Experience of model deployment would be a plus
  • Experience of model optimization such as pruning and quantization would be a plus
  • Experience of LLM fine-tuning would be a plus
  • Experience of model porting would be a plus
  • Skills
  • Background of machine learning based computer vision or LLM knowledge
  • Familiar with machine leaning frameworks like Pytorch, TensorFlow, or Huggingface
  • Skilled in Python and C / C++ programing.
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