GPU Performance Modeling & Optimization Engineer at AMD - ScoutJobs - The AI-curated global job board
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AMD
Posted 8 days ago

GPU Performance Modeling & Optimization Engineer

AMDGPU Performance Modeling & Optimization Engineer

Requirements

B.E. / B.Tech. / M.Tech., 5 to 10 years industry experience, GPU architecture knowledge, C++ proficiency, Python proficiency, Performance modeling experience, AI/Compute workload understanding

Skills

GPUC#PythonAI

About the role

Responsibilities

  • Perform pre-silicon performance modeling using cycle-accurate or cycle-approximate simulators for GPU subsystems.
  • Execute microarchitectural exploration to evaluate GPU configurations, scaling limits, and trade-offs.
  • Profile and optimize performance for advanced generative AI, LLM topologies, and traditional graphics pipelines.
  • Lead post-silicon characterization and correlate hardware-software execution results back to pre-silicon models.
  • Root-cause hardware-software mismatches using low-level performance counters and Linux tracing frameworks.
  • Partner with compiler, runtime, and software framework teams to implement architectural optimizations.

Requirements

  • B.E. / B.Tech. / M.Tech. degree.
  • 5 to 10 years of industry experience in silicon performance engineering, GPU modeling, or microarchitecture design.
  • Deep technical knowledge of GPU architecture, including execution pipelines, SIMD/SIMT models, and cache hierarchies.
  • Expert proficiency in modern C++ and production-grade Python.
  • Hands-on experience with performance modeling and hardware simulators.
  • Strong understanding of AI/Compute workloads, including LLM scaling and parallel training/inference strategies.

Preferred Qualifications

  • Experience with modern programmable graphics pipelines and compute shader mechanics.
  • Proven capability in extracting and analyzing low-level hardware performance counters in a lab environment.
  • Ability to translate complex simulation or silicon data into actionable technical findings for stakeholders.

About the Company

AMD is a global leader in high-performance computing, graphics, and visual technologies. Our mission is to build great products that accelerate next-generation computing experiences—from AI and data centers to PCs, gaming, and embedded systems.

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GPU Performance Modeling & Optimization Engineer

AMD · Bangalore

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