Senior Researcher – Hardware Efficient AI Foundation Model Training
huaweicanada · Markham
Description du poste
About the role
Huawei Canada’s Computing Data Application Acceleration Lab is seeking a Senior Researcher to drive hardware‑efficient training of foundation AI models. The role focuses on designing next‑generation model architectures and optimizing large‑scale distributed training and inference pipelines.
Key responsibilities
- Lead the design of foundational model architectures for LLM, code, and multimodal sub‑fields, delivering breakthroughs in post‑training and continual training.
- Develop state‑of‑the‑art models that combine high performance with hardware efficiency, and demonstrate industry impact.
- Define technical requirements for large‑scale distributed training and inference, including parallelization strategies and operator fusion, and evaluate computational characteristics of emerging architectures.
Required profile
- Proven experience training and optimizing AI models at 10 B+ parameters.
- Deep knowledge of modern AI architectures such as long‑sequence models, reinforcement learning, multimodal systems, and autonomous agents.
- Strong understanding of AI algorithm mechanisms and AI framework implementations (e.g., PyTorch, vLLM, SGLang).
- Familiarity with AI chip architectures (GPU, NPU, TPU) and memory hierarchy/interconnect technologies (asset).
- PhD or strong publication record in AI systems or chip design (asset).
Required skills
- AI model training and optimization at massive scale.
- Proficiency with PyTorch, vLLM, and SGLang.
- Distributed training and inference techniques, including parallelization and operator fusion.
- Experience with GPU, NPU, and TPU hardware platforms.
- Understanding of memory hierarchy and interconnect technologies.
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huaweicanada
Markham