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Backend Engineer - Model Training Infra (Singapore)

ByteDance
  • πŸ‡ΈπŸ‡¬ Singapore
  • On-site
  • 9 months ago
  • AML
  • AI
  • Machine Learning
  • C++
  • CUDA
  • Python
  • TensorFlow
  • PyTorch
  • JAX
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About The Team

The mission of our AML team is to push the next-generation AI infrastructure and recommendation platform for the ads ranking, search ranking, live & e-commerce ranking in our company. We also drive substantial impact on core businesses of the company.

Responsibilities

  • Responsible for the design and implementation of a global-scale machine learning system for feeds, ads and search ranking models.
  • Responsible for improving use-ability and flexibility of the machine learning infrastructure.
  • Responsible for improving the workflow of model training and serving, data pipelines, storage system and resource management for multi-tenancy machine learning systems.
  • Responsible for designing and developing key components of ML infrastructure and mentoring interns.

Minimum Qualifications

  • At least 5 years of experience in developing and deploying large-scale systems.
  • Proficient in C/C++/CUDA/Python, and have solid programming skills.
  • Familiar with deep learning frameworks (TensorFlow/Pytorch).
  • Experience on improving core machine learning infrastructure(TensorFlow, Pytorch, and Jax).

Preferred Qualifications

  • Experience contributing to an open sourced machine learning framework (TensorFlow/PyTorch).

Backend Engineer - Model Training Infra (Singapore) Β· ByteDance

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