ByteDance · 2 days ago

Research Scientist Intern - Machine Learning System

Seattle, WA

Internship

Onsite

Intern Level

$57/hr - $57/hr

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Comp. & Benefits

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Responsibilities

Research and develop efficient machine learning systems, including optimizers, parameters, and gradient training with rank reduction and communication compression.

Develop a state-of-the-art asynchronous training framework ensuring convergence.

Implement general purpose training framework features and model specific optimizations.

Improve efficiency and stability for extremely large scale distributed training jobs.

Qualification

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Machine LearningPyTorchJaxGPUASICLinux EnvironmentC/C++CUDAPythonProgramming LanguagesHigh Performance ComputingRDMA NetworkDistributed Training Framework OptimizationsAI Compiler StacksLarge Scale Data ProcessingParallel ComputingCloud ComputingCUDA ProgrammingPerformance Tuning

Required

Currently in PhD program in distributed, parallel computing principles and know the recent advances in computing, storage, networking, and hardware technologies

Familiar with machine learning algorithms, platforms and frameworks such as PyTorch and Jax

Have basic understanding of how GPU and/or ASIC works

Expert in at least one or two programming languages in Linux environment: C/C++, CUDA, Python

Must obtain work authorization in country of employment at the time of hire, and maintain ongoing work authorization during employment