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Researcher Distributed AI Computing Expert

2 months ago

Markham, Ontario, Canada Huawei Technologies Canada Co., Ltd. Full time

Job Summary:

Huawei Technologies Canada Co., Ltd. is seeking a highly skilled Researcher to join our team. As a Researcher, you will be responsible for conducting cutting-edge research on next-generation emerging technologies related to AI and computing.

Key Responsibilities:

  • Research and Development: Conduct research on next-generation emerging technologies related to AI and computing, survey the latest trends on a regular basis, and understand the technology evolution roadmap.
  • Architecture and Algorithm Development: Propose innovative architectures and algorithms to optimize distributed computing, considering scalability and efficiency.
  • Model Performance Evaluation: Model AI performance across various parallelization techniques and network topologies, with a strong focus on different architectures, including Transformers, State Space Models (SSMs), and Retrieval Augmented Generation (RAG).
  • Reinforcement Learning: Conduct cutting-edge research on reinforcement learning, particularly its applications in multi-agent systems and distributed AI models.
  • Performance Enhancement: Evaluate and enhance AI performance under different parallelization strategies and network topologies.
  • Hardware-Aware Model Optimization: Explore and innovate at the intersection of AI algorithms and hardware, focusing on hardware-aware model optimization and efficient computation.
  • Competitive Landscape Analysis: Study the industry's competitive landscape to learn the latest technical trends and to create insight.
  • Goal Achievement and IP Creation: Proactively work to achieve challenging goals and create IP by innovative designs and architectures. Produce detailed documentation, technical reviews.

Requirements:

  • Education: PhD in Electrical Engineering, Computer Science or relevant discipline with at least 2 years of relevant experience.
  • Knowledge and Skills: Deep knowledge of large generative and foundational AI models. Advanced knowledge of distributed computing and associated techniques including model, data, and pipeline parallelization. Strong understanding of the theory of deep neural networks (DNN), including their dynamics, stability, and learning algorithms. Proficiency in designing and implementing algorithms related to Transformers, State Space Models (SSMs), and Neural ODEs. Excellent programming skills (Python/C). Motivated self-starter with excellent communication skills in written and spoken English. Good teamwork spirit and adaptability. Thrive in a dynamic, innovative, and research-oriented environment focused on prototyping.