ByteDance
ByteDance

Machine Learning Engineer - Inference

职能机器学习
级别中级
地点San Jose, Canada, United States
方式现场办公
类型Regular
发布今天
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职位介绍

  • 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
  • Inference to join our team to support and advance that mission.

Responsibilities:

  • Responsible for the design and implementation of distributed inference infrastructure for feeds, ads and search ranking models.
  • Responsible for building monitoring/managing tools to oversee the reliability and scalability of online inference servers
  • Responsible for triaging system inefficiency and bottlenecks and improving system performance
  • Responsible for building tools to analyze bottlenecks and sources of instability and then design and implement solutions
  • Responsible for collaboration with product teams and providing general solutions to meet their requirements

Requirements:

Minimum Qualifications:

  • At least 3 years of experience in developing and deploying large-scale systems.
  • Experience contributing to an open sourced machine learning framework (tensorflow / jax / pytorch / torchscript / mxnet / tensorrt).
  • Strong background in one of the following fields: Hardware-Software Co-Design, High Performance Computing, ML Hardware Acceleration (e.g., GPU/RDMA) or ML for Systems.

必备技能

Machine learning

Model evaluation

Data workflows

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