Engineer - ML & RL
Description
Huawei Canada has an immediate 12-month contract opening for an Engineer.
About the team
The Software-Hardware System Optimization Lab continuously improves the power efficiency and performance of smartphone products through software-hardware systems optimization and architecture innovation. We keep tracking the trends of cutting-edge technologies, building the competitive strength of mobile AI, graphics, multimedia, and software architecture for mobile phone products.
About the job
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Design and build scalable infrastructure to support Reinforcement Learning, Online Search, Recommendation Systems, large model fine-tuning and evaluation/deployment.
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Develop efficient ML solutions for Recommendation Systems and RL problems, including Multi-Armed and Contextual Bandit, Tree Search, and Multi-Agent system orchestration.
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Implement and optimize deep learning architectures, including custom Transformers for agentic and decision-making systems.
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Apply search and optimization techniques to efficiently fine-tune RL and ML models.
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Work with large multimodal models (LLMs, VLMs), analyze their components, and fine-tune them for task-specific applications.
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Conduct systematic benchmarking, new papers reading, experimentation, and validation in both simulation and real-world product environments.
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Collaborate closely with research teams to scale online RL training capabilities and improve system robustness and accuracy.
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Explore and integrate emerging AI methodologies and tools into production platforms.