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Research Scientist, Machine Learning Efficiency
2 months ago
We are seeking a highly skilled Research Scientist to join our team at Google Inc. in Sydney, Australia. As a Research Scientist, you will play a key role in advancing the state-of-the-art in machine learning efficiency and developing innovative solutions to real-world problems.
Responsibilities- Develop fundamental advances in algorithms and foundational model architectures that improve the speed of training and generalization of deep learning models.
- Develop fundamental advances to make inference with foundational models more efficient and flexible, including knowledge adoption and distillation techniques.
- 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, and Reinforcement Learning from Human Feedback (RLHF).
- PhD in Computer Science, a related technical field, or equivalent practical experience.
- 4 years of experience with research agendas across multiple teams or projects in Machine Learning (ML), ML Efficiency, ML Optimization, or a related field.
- Experience with programming languages, such as Python or C/C++.
- One or more scientific publication submissions for conferences, journals, or public repositories.
- Experience in innovative research.
- Experience as a leader within a research team.
- Ability to effectively navigate ambiguity.
Google is proud to be an equal opportunity and affirmative action employer. We are committed to building a workforce that is representative of the users we serve, creating a culture of belonging, and providing an equal employment opportunity regardless of race, creed, color, religion, gender, sexual orientation, gender identity/expression, national origin, disability, age, genetic information, veteran status, marital status, pregnancy or related condition (including breastfeeding), expecting or parents-to-be, criminal histories consistent with legal requirements, or any other basis protected by law.
English proficiency is a requirement for all roles unless stated otherwise in the job posting.
