Über diese Senior Staff Engineer, SoC NPU Architect Stelle bei Samsung Research America
Lab Summary:
The Samsung SoC Architecture Lab explores innovative SoC architecture, key IP blocks (CPU, GPU, NPU), bus / memory subsystem and multimedia subsystems for future Samsung Galaxy products (Smartphones, IoT and future devices) echoing Samsung’s AI for All strategy. We are defining the high-performance SoC architecture development for various Galaxy device lineups. This lab collaborates with Samsung MX headquarter team, key R&D teams around the globe and Samsung's strategic SoC partners to innovate and reinvent technology that will positively impact hundred-millions of people around the world via the Galaxy flagship products.
Position Summary:
We are looking for a NPU Architect for next generation SOCs. This is a highly visible hands-on role leading individual and team contributions to NPU sub-system architecture, interface, performance and power tradeoffs. Responsible for anywhere from early-stage architectural exploration, research work focusing on machine learning, defining new features, performance modeling, Hardware-Software co optimization.
Position Responsibilities:
- Propose innovative NPU Architectural and micro-architectural features to boost PPA (Performance, Power and Area) on various targeted workloads in next generation SOCs
- Perform high-level performance modeling/simulation and analysis of NPU features, applications, benchmarks, and complex uses case
- Develop cycle accurate and analytical NPU performance model and correlate with Silicon
- Deliver architecture/microarchitecture proposals and specifications to the design team and articulate them effectively across audiences ranging from hardware & software engineers to architecture community peers, and to technology leadership
- Analyzing benchmarks, application workloads, and performance simulation results for architecture and microarchitecture optimizations
- Map AI use cases to NPU.
- Optimize and co-design of SW and HW to develop new architectures for low power and high performance
- Collaborate across teams to bring architecture proposals to fruition across the SOC, Driver, OS and System through detailed documentation
Required Skills:
- Bachelor’s, Masters or PhD degree in Electrical, Computer Science, related Science or equivalent combination of education, training and experience
- 14+ years of experience in NPU architecture & development
- Hands on experience in developing cycle accurate performance and functional models
- Good knowledge and hands on experience in in CNN and LLM models
- Proficient programming skills in Python, System C and/or C++
- Experience in ML frameworks (TensorFlow, PyTorch, ONNX)
- Experience in micro architecture of SoC, interface subsystems, logic modules
- Self-motivated problem-solver with an ability to work well in a team
Special Attributes:
- Experience in performance/power modeling using Platform Architect
- Experience in mapping AI use cases to IPs
- Experience with hardware memory managements units, prefetching or memory subsystems
- Experience with multi-core systems and memory coherency
- Experience in ML model optimization on GPU Architecture
- Highly motivated with good verbal and written communication skills
Additional Information
Disclosure of Trade Secrets
Samsung has a strict policy on trade secrets. In applying to Samsung and progressing through the recruitment process, you must not disclose any trade secrets of a current or previous employer.
Essential Job Functions
This position will be performed in an office setting. The position will require the incumbent to sit and stand at a desk, communicate in person and by telephone, and frequently operate standard office equipment, such as telephones and computers.
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Equal Employment Opportunity
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