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Research Scientist

2 months ago

Sydney, New South Wales, Australia Google Full time
About the Role

We're seeking a highly skilled Research Scientist to join our team at Google, where you'll have the opportunity to work on cutting-edge projects in machine learning efficiency, foundational model architectures, and data subset selection.

As a Research Scientist, you'll be responsible for developing fundamental advances in algorithms and model architectures that improve the speed of training and generalization of deep learning models. You'll also work on making inference with foundational models more efficient and flexible, including knowledge adoption and distillation techniques.

Responsibilities
  • Develop and implement novel algorithms and techniques to improve the efficiency of deep learning models.
  • Collaborate with cross-functional teams to design and deploy efficient model architectures.
  • Work on data subset selection and more efficient ways to train with large data sets.
  • Improve the entire model deployment pipeline, including formulations for pre-training, instruction, and tuning.
Requirements
  • PhD in Computer Science or a related field.
  • 4+ years of experience in research and development of machine learning algorithms and systems.
  • Strong publication record in top-tier conferences and journals.
  • Excellent communication and collaboration skills.
Preferred Qualifications
  • Experience in innovative research and development.
  • Leadership experience in research teams.
  • Ability to navigate ambiguity and complexity.