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Software Engineer - Model Training Infrastructure - USDS
Software Engineer - Model Training Infrastructure - USDSTikTok • Seattle
Software Engineer - Model Training Infrastructure - USDS

Software Engineer - Model Training Infrastructure - USDS

TikTok • Seattle
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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 & ecom ranking in our company. We also drive substantial impact on core businesses of the company. Currently, we are looking for Machine Learning Engineer - Model Training Infrastructure to join our team to support and advance that mission. In order to enhance collaboration and cross-functional partnerships, among other things, at this time, our organization follows a hybrid work schedule that requires employees to work in the office 3 days a week, or as directed by their manager / department. We regularly review our hybrid work model, and the specific requirements may change at any time. 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

  • Bachelor's / Master's degree in Computer Science, Computer Engineering, or related fields or equivalent years of experience in a software engineering role
  • Proficient in C / C++ / CUDA / Python, and have solid programming skills.
  • Familiar with deep learning frameworks (TensorFlow / Pytorch).
  • Experience in developing and deploying large-scale systems. Preferred Qualifications
  • Ability to work independently and complete projects from beginning to end and in a timely manner.
  • Good communication and teamwork skills to clearly communicate technical concepts with other teammates.
  • Experience on improving core machine learning infrastructure(TensorFlow, Pytorch, and Jax).
  • Experience contributing to an open sourced machine learning framework (TensorFlow / PyTorch).
  • Experience in using / designing open-source machine learning lifecycle management systems : TFX As a condition of employment, all successful candidates must be able to establish authorization to work in the United States. For this position, the Company does not provide sponsorship for any immigration-related benefits.
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