Nebius

Senior ML Engineer (Token Factory)

Nebius Amsterdam, NH, NL
Full-time Posted 5 months ago

Role overview

  • check_circle Inference Optimization: Identifying LLM inference bottlenecks to drive production speedups. Squeezing the maximum performance for a wide range of LLM architectures at scale (e.g., GPT-OSS, Kimi K2.5, DeepSeek V3.1/V3.2, GLM-5).
  • check_circle Inference engines support: Implement novel speculative decoding architectures, optimise components of various LLM designs (dense/MoE, autoregressive/parallel), and contribute to open-source inference engines.
  • check_circle Low Precision Training & Inference: Design and productionise low-precision (FP8, NVFP4/MXFP4) training and inference pipelines with measurable gains in throughput and cost-efficiency.
  • check_circle A profound understanding of theoretical foundations of machine learning and transformer architecture.
  • check_circle Experience profiling GPU workloads using Nsight, PyTorch profiler, or similar tools
  • check_circle Understanding of GPU memory hierarchy and compute/memory tradeoffs
  • check_circle Familiarity with important ideas in LLM space, such as MHA, RoPE, KV-cache, Flash Attention, and quantisation
  • check_circle Understanding of performance aspects of large neural network training (sharding strategies, custom kernels, hardware features etc.)
  • check_circle Strong software engineering skills (we mostly use Python)
  • check_circle Deep experience with modern deep learning frameworks
  • check_circle Proficiency in contemporary software engineering approaches, including CI/CD, version control and unit testing
  • check_circle Strong communication and leadership abilities

Preferred qualifications

  • Experience working with open-source inference engines (vLLM, SGLang, TensorRT-LLM), including contributions
  • Experience with kernel languages or DSLs such as Triton, Cute, CUTLASS, CUDA
  • A track record of building and delivering products (not necessarily ML-related) in a dynamic startup-like environment.
  • Strong engineering skills, including experience in developing large distributed systems or high-load web services.
  • Open-source projects that showcase your engineering prowess
  • Excellent command of the English language, alongside superior writing, articulation, and communication skills.

Benefits

  • check_circle Competitive salary and comprehensive benefits package.
  • check_circle Opportunities for professional growth within Nebius.
  • check_circle Flexible working arrangements.
  • check_circle A dynamic and collaborative work environment that values initiative and innovation.

Tags & Focus Areas

Ai Machine Learning