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Senior Machine Learning Engineer - Orchestration

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Senior Machine Learning Engineer - Orchestration in USA new

  • ByteDance
  • Full time
  • Email
  • Seattle, WA

Responsibilities

  • Optimize distributed scheduling and orchestration strategies to improve cluster utilization and resource efficiency.
  • Develop and integrate autoscaling, automatic parallelization, resource preemption and eviction, mixed-resource deployment, and scheduling across data centers, regions, and clouds.
  • Build distributed training runtimes for ultra-large-scale embeddings and GPU synchronization.
  • Design distributed computing APIs and runtime systems for recommendation and advertising model workflows including reinforcement learning, fine-tuning, and distillation.
  • Improve the diagnosability and usability of distributed training platforms.
  • Build distributed online model inference architecture for large-scale embedding and recommendation workloads.
  • Improve recommender-system online architecture and ML operations processes by integrating business research and experimentation models.

Requirements

  • Bachelor's degree or above in Computer Science or a related field.
  • At least 5 years of experience and strong hands-on proficiency in Go or Python in a Linux environment.
  • Experience with distributed scheduling frameworks such as Kubernetes, Godel, YARN, Mesos, or Celery, and with machine learning systems.
  • Experience designing, developing, and maintaining large-scale distributed systems, with a strong understanding of distributed-systems principles.
  • Strong logical analysis, business abstraction, communication, learning, documentation, and execution skills.
  • Preferred experience with PyTorch or TensorFlow.
  • Preferred experience in AI infrastructure, hardware/software co-design, high-performance computing, or ML hardware architecture involving GPUs, accelerators, or networking.
  • Preferred experience designing or using training orchestration systems such as veRL, vLLM, Ray, or TFX.

ByteDance

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...

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