Advanced AI Model Optimization Specialist

3 days ago

Gujrat, Punjab, Pakistan beBeeLanguage Full time $1,800,000 - $2,000,000

Are you passionate about optimizing and deploying machine learning models at scale?

About the Role

We are seeking a seasoned AI Model Engineer to join our team, focusing on kernel development, model optimization, fine-tuning, and GPU acceleration.

  • Implement and optimize custom inference and fine-tuning kernels for small and large language models across multiple hardware backends.
  • Develop and refine full and LoRA fine-tuning capabilities for small and large language models across various hardware platforms.
  • Design and enhance datatype and precision support (int, float, mixed precision, ternary QTypes, etc.).
  • Create and customize Vulkan compute shaders for quantized operators and fine-tuning workflows.
  • Investigate and resolve GPU acceleration issues on Vulkan and integrated/mobile GPUs.
  • Architect and prepare support for advanced quantization techniques to improve efficiency and memory usage.
  • Debug and optimize GPU operators (e.g., int8, fp16, fp4, ternary).
  • Integrate and validate quantization workflows for training and inference.
  • Evaluate and benchmark performance metrics (e.g., perplexity testing, fine-tuned adapter performance).
  • Conduct thorough GPU testing across desktop and mobile devices.
  • Collaborate with research and engineering teams to prototype, benchmark, and scale new model optimization methods.
  • Deliver production-grade, efficient language model deployment solutions for edge and on-device applications.

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