Cambridge, Cambridgeshire, United Kingdom Hybrid / WFH Options
Arm Limited
Job Overview: High-performance ML workloads on Arm CPUs require the co-development of algorithms and highly optimized CPU kernels. In CT-ML (Central Technology, Machine Learning), rapid kernel prototyping is crucial for exploring algorithms and assessing trade-offs between model accuracy and performance. Successful prototypes drive future CPU … of a dedicated team within the CT-ML group focused on analyzing ML workloads and rapidly prototyping highly optimized CPU kernels to enhance model performance and accuracy. Required Skills and Experience: Strong interest and passion for implementing high-performance kernel code in dynamic environments. 4+ years of experience … in implementing high-performance CPU kernels with vector and matrix extensions. Experience measuring and understanding performance metrics. Experience in creating efficient kernel development frameworks, including tools and testing methodologies. Deep understanding of CPU architecture. "Nice To Have" Skills and Experience: Knowledge of ML models and algorithms is a More ❯
CPU Architecture team at our UK Research Centre and play a pivotal role in shaping the future of next-generation CPU innovations. As a Performance Modelling Engineer, you will utilize advanced modelling, simulation, and workload characterization techniques to evaluate hardware design choices, quantify trade-offs, and provide data … driven insights that drive our architectural roadmap. Key Responsibilities: Design, implement, and refine performance models that accurately predict CPU microarchitecture behaviour. Maintain and enhance in-house toolchains for cycle-accurate, trace-driven, and statistical simulations. Assess the feasibility and cost-benefit trade-offs of new CPU features through in … depth performance and power analyses. Develop new methodologies, automate workflows, and create intuitive visualizations to identify bottlenecks and guide optimizations. Collaborate with architects, software engineers, and a global community of performance modelling experts on design reviews and best practices. Continuously improve modelling strategies to inform next-generation CPU More ❯
CPU Architecture team at our UK Research Centre and play a pivotal role in shaping the future of next-generation CPU innovations. As a Performance Modelling Engineer, you will utilize advanced modelling, simulation, and workload characterization techniques to evaluate hardware design choices, quantify trade-offs, and provide data … driven insights that drive our architectural roadmap. Key Responsibilities: Design, implement, and refine performance models that accurately predict CPU microarchitecture behaviour. Maintain and enhance in-house toolchains for cycle-accurate, trace-driven, and statistical simulations. Assess the feasibility and cost-benefit trade-offs of new CPU features through in … depth performance and power analyses. Develop new methodologies, automate workflows, and create intuitive visualizations to identify bottlenecks and guide optimizations. Collaborate with architects, software engineers, and a global community of performance modelling experts on design reviews and best practices. Continuously improve modelling strategies to inform next-generation CPU More ❯