N
Posted 4 hours ago
Member of Technical Staff, Performance Modeling
NetpremeMember of Technical Staff, Performance Modeling
Perks & benefits
Health InsuranceMedical InsuranceVisaRelocation AllowancePaid Leave
Requirements
Bachelor's or Master's in EE or CE, 5-10+ years performance modeling experience, Deep understanding of ML systems, Ability to model new ML architectures
Skills
Machine LearningComputer Architecture
About the role
Responsibilities
- Build and maintain system-level performance models for rack-scale ML infrastructure with custom silicon components
- Evaluate end-to-end value proposition on ML workloads and translate model outputs into actionable guidance
- Work with silicon architects, system designers, and workload owners to align performance expectations
- Identify performance bottlenecks, scaling limits, and sensitivity points across compute, memory, and interconnects
- Communicate modeling assumptions, limitations, and conclusions to technical and non-specialist stakeholders
Requirements
- Bachelor’s or Master’s degree in Electrical Engineering, Computer Engineering, or a closely related field
- Deep understanding of ML systems including workload sharding, KV caching, and attention optimizations
- 5–10+ years of experience in performance modeling for computer architectures, accelerators, or high-performance networking
- Ability to learn new ML architectures quickly and build performance models for them
- Ability to reason across multiple abstraction layers from architectural details to system-level behavior
Preferred Qualifications
- PhD in Computer Science, Electrical Engineering, or a related field
- Prior experience modeling performance for ML accelerators or ML systems
- Familiarity with shared memory systems and frameworks such as CUDA VMM
- Experience with scale-up and high-bandwidth interconnects like NVLink
Benefits
- Competitive salary including base salary, performance-based bonus, and early stage equity grant
- Comprehensive health, dental, vision, and life insurance
- Relocation assistance and visa sponsorship
- Daily lunch stipend and 401k match
ScoutJobs Agent
Get matches like this delivered daily
Sign up free — we'll pull jobs that fit your CV from across the web and rank them for you.
Get started — it's freeMember of Technical Staff, Performance Modeling
Netpreme · Santa Clara
