AI Edge Specialist

3 weeks ago

Vaughan, Ontario, Canada Extreme Networks Full time

Edge AI Specialist - Expert in Local LLM Inference

As a seasoned Edge AI Specialist, you will be instrumental in shaping the future of Edge AI solutions. Our team is seeking a talented professional with in-depth knowledge of Local Large Language Models (LLM) inference and embedded GPU/TPU architectures. Your expertise in GPU/TPU acceleration will be crucial in developing and optimizing AI inference models for deployment on edge devices.

Key Responsibilities:

  • High-Level Design and Architecture
  • Influence the Edge AI strategy by providing expert advice on design and architecture.
  • Make critical decisions regarding technical directions, scalability, and system performance.
  • Develop and optimize AI inference models for deployment on edge devices with embedded GPU/TPU accelerators, focusing on local Low Latency Model (LLM) inference.
  • Implement and fine-tune low-latency model inference pipelines to meet real-time performance requirements.
  • Collaborate with cross-functional teams to integrate AI inference solutions into edge computing platforms and applications.
  • Collaborate with the GPU Hardware Design Team to design and optimize GPUs that power next-generation devices.
  • Conduct performance profiling and optimization to maximize the efficiency of GPU/TPU acceleration for local LLM inference.
  • Work on micro-architecture development, ensuring efficient execution of graphics, compute, and AI workloads within energy and area constraints.
  • Stay current with advancements in GPU/TPU technologies and edge AI frameworks, incorporating them into solution designs as appropriate.
  • Provide technical expertise and support to project teams, ensuring successful implementation and deployment of edge AI solutions.

Team Leadership:

  • Lead and inspire a team of engineers, providing guidance, setting goals, and ensuring collaboration.
  • Oversee project planning, execution, and delivery, ensuring alignment with business objectives.
  • Manage all phases of technical projects, from conception to completion.
  • Develop project specifications, track progress, and control costs.
  • Foster a positive work environment, encouraging professional growth and knowledge sharing.

Requirements:

  • Bachelor's degree in computer science, Engineering, or a related field; Master's degree preferred.
  • 5+ years of hands-on experience in AI model development and deployment, with a focus on edge computing and local LLM inference.
  • Strong programming skills in languages such as Python and C++
  • Proficiency in LLM frameworks (, vLLM, Text generation inference, OpenLLM, Ray Serve, and HuggingFace Transformers) and deep learning libraries.
  • Extensive experience with GPU/TPU acceleration for AI inference, including optimization techniques (tensor, pipeline, data, sharded data parallelism) and performance tuning,
  • Hands on experience with one or more GPU frameworks: CUDA, Vulkan, OpenCL
  • Deep knowledge of GPU memory layout, familiarity with NVIDIA Jatison, ARM Mali or relevant SoC configurations.
  • Knowledge of parallel computation, memory scheduling, and structural optimization
  • Excellent problem-solving and analytical skills, with a passion for innovation and continuous learning.

Preferred Skills:

  • Experience with edge device hardware and software integration.
  • Familiarity with edge computing architectures and IoT platforms.
  • Experience with edge AI applications in domains such as robotics, autonomous vehicles, or industrial automation.

About Us:
Extreme Networks is a leading provider of Edge AI solutions. Our team is committed to shaping the future of Edge AI and revolutionizing industries with innovative edge AI solutions. We are seeking a talented Edge AI Specialist to join our dynamic and collaborative team. If you are a skilled Edge AI Engineer with a passion for pushing the boundaries of edge computing and GPU/TPU acceleration, particularly in local LLM inference, we want to hear from you. Apply now to be part of our innovative team.

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