ByteDance

Research Engineer Graduate (AI Training Systems Reliability & Performance - Seed Infra) - 2026 Start (PhD)

ByteDance
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20 hours ago

Responsibilities

  • Improve the reliability and performance of large-scale training systems across pre-training, fine-tuning, evaluation, and inference.
  • Build observability, profiling, and debugging tools for distributed ML workloads.
  • Identify and optimize performance bottlenecks across GPU, networking, and storage layers.
  • Contribute to distributed training frameworks in multi-GPU and multi-node environments.
  • Collaborate with model and infrastructure teams to improve system scalability and efficiency.
  • Support incident analysis and operational stability.

Requirements

  • Be completing or have recently completed a PhD in Computer Science, Electrical Engineering, Electrical and Computer Engineering, Physics, Mathematics, or a related discipline.
  • Have strong programming skills in C++ and Python.
  • Have a solid understanding of PyTorch training workflows and distributed runtime behavior.
  • Be familiar with CUDA execution, NCCL communication, and GPU systems fundamentals.
  • Preferred: experience with performance profiling and debugging tools such as torch.profiler and Nsight.
  • Preferred: familiarity with distributed training or parallelization strategies such as FSDP and Megatron-LM.
  • Preferred: ability to analyze and optimize performance in complex ML training systems.

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ByteDance

About ByteDance

10,000+ employees

ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok. Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users. We have over 110,000 employees based in more than 30 countries globally. Join us.

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