Cambridge, England, United Kingdom Hybrid / WFH Options
IC Resources
NPU Systems PerformanceAnalysis Engineer I am seeking someone experienced in Systems PerformanceAnalysis, specifically using performance simulators to develop benchmarks and to analyse and identify bottlenecks in NPUs/AI Accelerators. Must be able to work closely with HW and SW teams to provide … optimisation recommendations by understanding performance opportunities on current processor architecture. Based in Cambridge on a hybrid basis. Primary Responsibilities Using ML models to carry out performanceanalysis on NPUs. Working closely with the modelling and performance teams utilising the simulator for NPU performance analysis. Pinpointing … latency etc. Required Experience Masters or PhD in Computer Science, Electronic Engineering or similar. At least 4 years of industry experience working on system performanceanalysis for NPUs/GPUs. Understanding of NPU (neural processing unit) hardware and software. Strong knowledge of CNN and Transformer Architecture. Experience with more »
Cambridgeshire, England, United Kingdom Hybrid / WFH Options
IC Resources
ML Systems PerformanceAnalysis - AI Accelerator I am seeking someone experienced in Systems PerformanceAnalysis, specifically using performance simulators to develop benchmarks and to analyse and identify bottlenecks in NPUs/AI Accelerators. Must be able to work closely with HW and SW teams to … provide optimisation recommendations by understanding performance opportunities on current processor architecture. Based in Cambridge on a hybrid basis. Primary Responsibilities Using ML models to carry out performanceanalysis on NPUs. Working closely with the modelling and performance teams utilising the simulator for NPU performance analysis. … latency etc. Required Experience Masters or PhD in Computer Science, Electronic Engineering or similar. At least 4 years of industry experience working on system performanceanalysis for NPUs/GPUs. Understanding of NPU (neural processing unit) hardware and software. Strong knowledge of CNN and Transformer Architecture. Experience with more »
Principal SoC Modeling Engineer We are working with the world's premier CPU and IP development company who are looking to recruit and experienced performance modeling engineer to their global headquarters in Cambridge. As a Performance Modelling Engineer, you will be responsible for creating these system level performance … generation systems within the company. Craft Holistic System Models: Build comprehensive system models by integrating various IP models from across the company. Optimize System Performance: Conduct performance characterization studies, identifying bottlenecks and opportunities for optimization. Drive Innovation in System Components: Develop exploration models for critical components like interconnects … memory controllers. Champion IP Feature Efficiency: Lead exploration studies that evaluate the effectiveness of proposed IP features within a broader system context. Empower System Analysis: Develop infrastructure to facilitate in-depth system inspection and root-cause analysis for informed decision-making. Lead System Performance Modelling: Play a more »
NPU System Performance Modelling Engineer in Cambridge, UK About Neubla As pioneers of innovative neural computing, Neubla is transforming the future of computing by bringing the enormous potential of neural computing to the highest performance in most data-intensive applications. Neubla is made up of people with expertise … for an exceptional individual with a passion to learn about ground-breaking AI architectures and who is eager to build highly optimised models for performance and functional simulation. Performance and functional simulation are critical tools for architecture exploration, and it has been used to make many important decisions … new micro-architectural ideas and design trade-offs to shape the system features of the next generation AI accelerator by developing, verifying, and using performance models for data-driven architectural exploration and validation. Job Description Develop, test, and maintain accurate performance models for system IPs, ranging from a more »
of this team, you will be responsible for the circuit design of Analog/Mixed Signal building blocks for critical components. This position involves performanceanalysis, optimisation, design verification, and the integration of considerations for test, yield, and reliability into the design process. Moreover, you will contribute significantly … Responsibilities: Lead the design of Analog/Mixed Signal building blocks, particularly emphasising Analog design for crucial components in sensor products. Engage in detailed performanceanalysis and optimisation activities to ensure the highest level of functionality and efficiency in the designed circuits. Implement robust design verification processes to … validate the functionality and performance of the designed Analog circuits Integrate considerations for testability, yield improvement, and reliability enhancement into the Analog circuit design process. Play a pivotal role in specifying and implementing functional safety features, ensuring compliance with automotive safety standards for sensor applications.Qualifications: Bachelor's/Master more »
ML System Performance Engineer I am seeking an experienced ML System Performance Engineer who has a track record of using ML models to carry out performanceanalysis on NPUs, CPUs or GPUs and to be based in Cambridge working on a hybrid basis. Must have a … track record of utilising ML models to investigate simulators for system performance analysis. E.g., bottlenecks, latency, workload analysis, changes and debugging. Primary Responsibilities Working closely with the modelling and performance team to apply ML models to investigate simulations and carry out performanceanalysis on NPUs … Experience Masters or PhD in Computer Science, Electronic Engineering or similar. At least 4 years of industry experience working with ML models for system performance analysis. Strong background with CNN and Transformer Architecture. Experience with ML frameworks like Pytorch/Tensorflow and programming languages C++ and Python. Desired Experience more »
Performance Tools Engineer in Cambridge, UK About Neubla As pioneers of innovative neural computing, Neubla is transforming the future of computing by bringing the enormous potential of neural computing to the highest performance in most data-intensive applications. Neubla is made up of people with expertise and lots … for an exceptional individual with a passion to learn about ground-breaking AI architectures and who are eager to build highly optimised models for performance and functional simulation. Performance and functional simulation are critical tools for architecture exploration, and it has been used to make many important decisions … of various micro-architectures like CPU. However, in AI accelerator domain, the performance model has often been taken lightly due to the regular computation patterns of neural network models. However neural network models are getting bigger and much more complex every month, and it became almost impossible to estimate more »
Job Overview: Are you a skilled software engineer with a strong analytical mindset, ready to ensure the best machine learning performance? Join our team to help optimize the performance of our latest machine learning (ML) software, systems, and IP. The ideal candidate will be adaptable, quick to learn … and driven by the opportunity to understand and improve the performance of future ML solutions. Responsibilities: As part of our ML System Analysis team, you'll conduct performanceanalysis investigations to gain insights and influence the direction of our ML software. Working in a collaborative environment … you will engage with specialists across the company, including software and systems teams, to understand, explore, and challenge the limits of performance capabilities. You will use advanced pre-silicon platforms to explore new use cases and key workloads to ensure our IP and systems deliver excellent ML performance. Required more »
exceed expectations and contribute to the development of cutting-edge electronic systems. They will also be involved in firmware and software development, circuit design, performanceanalysis, and testing. The ideal candidate will have an undergraduate degree in electronic engineering, computer science, or a related discipline, with hands-on more »
CPU and NPU Performance Workload Modeling Responsibilities: A deep background in workload modeling and CPU/NPU architecture. Play a role in the forefront CPU/NPU development team Lead the planning and implementation of tool systems for architectural exploration and performance analysis. Spearhead sw/hw integration … ideal candidate will demonstrate a robust understanding of CPU/NPU architecture, proficient workload extraction capabilities, and a strong grasp of compiler technologies, binary analysis, and software/hardware co-optimization principles. Industry experience in workload modeling and CPU/NPU architecture development. Proficiency in performance projection and … architectural exploration using System-on-Chip (SoC) simulators. Expertise in developing Slicing Tools and utilizing performance simulators such as GEM5 (O3 model), Sniper, and others. Strong skills in benchmark analysis and characterization. Familiarity with tools like QEMU and DynamoRIO (or x86 PIN) for binary analysis. Comprehensive understanding of more »