Software Engineer - Machine Learning Infrastructure

Company:  ByteDance
Location: Seattle
Closing Date: 18/10/2024
Salary: £150 - £200 Per Annum
Hours: Full Time
Type: Permanent
Job Requirements / Description

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 and resource management for the multi-tenancy machine learning systems.
  • Responsible for designing and developing key components of ML infrastructure and mentoring interns.

Qualifications:

  • Proficient in C/C++/Python, and have solid programming skills.
  • Familiar with deep learning frameworks (TensorFlow/Pytorch).
  • Experience in developing and deploying large-scale systems.
  • 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).

Preferred Qualifications:

  • Experience contributing to an open sourced machine learning framework (TensorFlow/PyTorch).
  • Experience in big data frameworks (e.g., Spark/Hadoop/Flink), experience in resource management and task scheduling for large scale distributed systems.
  • Strong background in one of the following fields: Hardware-Software Co-Design, High Performance Computing, ML Hardware Acceleration (e.g., GPU/TPU/RDMA) or ML for Systems.

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