Senior Remote Solution Architect: Kernel & ML Performance

Talanto

Kraków

Hybrid

PLN 320,000 - 600,000

Full time

13 days ago
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Benefits offered by this job

Stable pay
Employee Stock Purchase Plan 15%
Health insurance
Multisport
Shopping vouchers
Referral bonuses up to $2,000
Relaxation zones and games at offices

Job summary

EPAM is recruiting a Solution Architect (Kernel Optimization & ML Performance) to shape high-performance ML solutions. You will drive architecture for performance-critical workloads, collaborating with ML researchers, compilers, and engineers to deliver scalable, production-grade systems.

You will guide cross-functional teams, influence framework choices, and lead benchmarking, autotuning, and profiling efforts, while upholding security and scalability standards.

Qualifications

  • 12+ years of software engineering, incl. 5+ in architecture/leadership.
  • Deep knowledge of ML frameworks (JAX, PyTorch, TF) and Core ML concepts.
  • Hands-on kernel-level performance optimization for TPUs/GPUs.
  • Strong C++/Python experience for HPC environments.
  • Familiarity with ML compiler toolchains (MLIR/OpenXLA).
  • Proven track record designing scalable production ML systems.
  • Excellent stakeholder management and communication abilities.
  • Experience with autotuning, benchmarking, and performance profiling.

Responsibilities

  • Define and own architecture for performance-critical ML workloads with custom kernels on TPUs/GPUs.
  • Create a strategic roadmap for kernel optimization and large-scale performance gains.
  • Collaborate with client tech leadership, ML researchers, and engineers to capture requirements.
  • Evaluate technologies, toolchains, and design patterns for compute-intensive ops.
  • Lead benchmarking infrastructure, autotuning frameworks, and regression suites.
  • Promote ML performance best practices across teams and frameworks.
  • Provide technical leadership and mentorship to development teams.
  • Ensure security, scalability, and maintainability in solution designs.

Skills

Architecture leadership
Kernel optimization
TPU/GPUs optimization
C++/Python HPC
ML frameworks knowledge
Communication skills
Open-source contributions

Education

Bachelor's or Master's in CS or equivalent

Tools

MLIR
OpenXLA

Job description

EPAM is recruiting a Solution Architect (Kernel Optimization & ML Performance) to shape high-performance ML solutions. You will drive architecture for performance-critical workloads, collaborating with ML researchers, compilers, and engineers to deliver scalable, production-grade systems.

You will guide cross-functional teams, influence framework choices, and lead benchmarking, autotuning, and profiling efforts, while upholding security and scalability standards.

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