AI Performance Engineer - GPU
Advanced Micro Devices
Amsterdam, Netherlands
27 days ago
Role details
Contract type
Permanent contract Employment type
Full-time (> 32 hours) Working hours
Regular working hours Languages
EnglishJob location
Amsterdam, Netherlands
Tech stack
Artificial Intelligence
Assembly Language
C++
Code Generation
Profiling
Nvidia CUDA
Computer Programming
Software Debugging
Machine Learning
OpenCL
Performance Tuning
Software Engineering
System Programming
Graphics Processing Unit (GPU)
PyTorch
Gpu Programming
Kubernetes
Information Technology
Slurm
Docker
Job description
AI Performance Engineers focus on pushing machine learning workloads to peak hardware efficiency, with emphasis on low-level optimization and kernel performance. As an AI Performance Engineer, you will:
- Analyze and explore recent ML models and workloads, understand their compute, memory, and instruction-level behavior, and optimize them on AMD GPUs for both inference and training
- Design, implement, and tune GPU kernels at a low level, including C++, intrinsics, and hand-written GPU assembly
- Perform deep profiling and bottleneck analysis across compute, memory, and execution pipelines
- Optimize instruction scheduling, memory access patterns, and occupancy to achieve the final 5% of performance uplift
- Work closely with hardware, compiler, and software teams to drive performance improvements across the full stack
- The position is part of an AI and GPU performance optimization workstream at AMD
- Collaborate with AI developers, compiler engineers, and hardware architects to understand performance limits and opportunities
- Work with multiple teams located locally in Finland and the UK, as well as internationally
- Communicate performance bottlenecks, solutions, and optimization strategies clearly across teams
- Benchmark, analyze, and optimize performance of key machine learning workloads on single- and multi-GPU AMD systems
- Design, implement, and tune high-performance GPU kernels for tensor operations such as matrix multiplication, attention, and convolutions
- Apply instruction-level and memory-level optimizations to achieve measurable performance improvements
- Deliver high-quality, well-documented, production-ready performance-critical code
- Low-level performance optimization
- GPU programming and hardware architecture
- Instruction scheduling, memory hierarchies, and execution pipelines
- Extracting the maximum achievable performance from hardware under real-world constraints
- Passionate about getting the best out of the hardware and motivated by the challenge of delivering that extra 5% performance uplift
Requirements
BSc, MSc, PhD, or equivalent experience in Computer Science, Engineering, Physics, * Strong understanding of GPU architectures and low-level optimization techniques, including memory hierarchy, instruction scheduling, and performance tradeoffs
- GPU software development using HIP, CUDA, or OpenCL
- Strong C++ skills for performance-critical systems programming
- Experience with profiling, debugging, benchmarking, and performance analysis tools
- Experience in HPC or performance-critical systems
- Familiarity with modern ML frameworks (e.g., PyTorch, MIOpen)
- Familiarity with tile programming and related frameworks (Triton, Cutlass, etc.)
- Strong written and spoken English
- Experience with Docker, Singularity, Slurm, or Kubernetes is a plus
- BSc, MSc, PhD, or equivalent experience in Computer Science, Engineering, Physics, or a related technical field
How to stand out from the crowd:
- Experience with GPU assembly programming and/or compiler backends
- Experience with CPU assembly (x86 or Arm) and microarchitectural optimization
- Background in compilers, code generation, or instruction-level optimization
About the company
At AMD, our mission is to build great products that accelerate next-generation computing experiences-from AI and data centers, to PCs, gaming and embedded systems. Grounded in a culture of innovation and collaboration, we believe real progress comes from bold ideas, human ingenuity and a shared passion to create something extraordinary. When you join AMD, you'll discover the real differentiator is our culture. We push the limits of innovation to solve the world's most important challenges-striving for execution excellence, while being direct, humble, collaborative, and inclusive of diverse perspectives. Join us as we shape the future of AI and beyond.
Together, we advance your career.