AI Researcher
4 weeks ago
At Huawei Technologies Canada Co., Ltd., we are seeking a highly skilled AI Researcher - Distributed Computing Expert to join our team.
The successful candidate will be responsible for carrying out research on next-generation emerging technologies related to AI and computing, surveying the latest trends on a regular basis, and understanding the technology evolution roadmap.
Key responsibilities include:
- Proposing innovative architectures and algorithms to optimize distributed computing, considering scalability and efficiency.
- Modeling 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).
- Conducting cutting-edge research on reinforcement learning, particularly its applications in multi-agent systems and distributed AI models.
- Evaluating and enhancing AI performance under different parallelization strategies and network topologies.
- Exploring and innovating at the intersection of AI algorithms and hardware, focusing on hardware-aware model optimization and efficient computation.
- Studying the industry's competitive landscape to learn the latest technical trends and to create insight.
- Proactively working to achieve challenging goals and creating IP by innovative designs and architectures.
- Producing detailed documentation and technical reviews.
Requirements:
- PhD in Electrical Engineering, Computer Science, or a relevant discipline with at least 2 years of relevant experience.
- 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.
- Thriving in a dynamic, innovative, and research-oriented environment focused on prototyping.
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