- Responsible for the design and implementation of a global-scale machine learning training system for feeds, ads and search ranking models
- Responsible for the design and the implementation of orchestration layer of machine learning offline/online training processes.
- Responsible for improving use-ability and flexibility of the training APIs.
- Responsible for profiling and optimizing both training and validation frameworks to ensure efficient use of resources.
- Responsible for creating, managing, and optimizing data pipelines to ensure data availability for training.
- 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.
- 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 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/RDMA) or ML for Systems.
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Machine Learning Engineer-Model Training Infrastructure - San Jose, CA, United States - ByteDance
Description
Responsibilities
Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content. Why Join Us Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. To us, every challenge, no matter how ambiguous, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. Join us. The mission of our AML team is to push next-generation machine learning algorithms and platform for the recommendation system, ads ranking and search ranking in our company. We also drive substantial impact on core businesses of the company. Currently, we are looking for Software Engineer - Machine Learning Training Infrastructure to join our team to support and advance that mission. Responsibilities: