Senior Research Engineer

2 days ago


Palo Alto, California, United States Luma AI Full time
Job Title: Senior Research Engineer

We are seeking a highly skilled Senior Research Engineer to join our team at Luma AI. As a key member of our research team, you will be responsible for designing, developing, and deploying cutting-edge AI solutions using PyTorch and other deep learning frameworks.

Responsibilities:
  • Design and implement efficient algorithms and data structures for large-scale data processing and machine learning tasks.
  • Collaborate with research scientists to develop and deploy AI models and systems for various applications.
  • Optimize and deploy inference workloads for throughput and latency across the stack.
  • Develop and maintain high-performance parallel and distributed PyTorch code.
  • Work closely with the research team to ensure systems are planned to be as efficient as possible from start to finish.
Requirements:
  • Experience training large models using Python and PyTorch, including practical experience working with the entire development pipeline from data processing, preparation, and data loading to training and inference.
  • Experience optimizing and deploying inference workloads for throughput and latency across the stack.
  • Experience with profiling CPU and GPU code in PyTorch, including Nvidia Nsight or similar.
  • Experience writing and improving highly parallel and distributed PyTorch code, with familiarity in DDP, FSDP, Tensor Parallel, etc.
  • Experience with high-performance Triton/CUDA and writing custom PyTorch kernels.
Preferred Qualifications:
  • Experience working with deep learning concepts such as Transformers and Multimodal Generative models.
  • Experience building inference/demo prototype code (including Gradio, Docker, etc.).

Please note that this role is not suitable for recent graduates. Your applications will be reviewed by real people.



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