Senior Research Scientist, Machine Learning Efficiency

vor 2 Wochen

Sydney, Österreich Google Inc. Vollzeit
Senior Research Scientist, Machine Learning Efficiency

corporate_fare Google place Sydney NSW, Australia

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info_outline X Info At Google, we have a vision of empowerment and equitable opportunity for all Aboriginal and Torres Strait Islander peoples and commit to building reconciliation through Google’s technology, platforms and people and we welcome Indigenous applicants. Please see our Reconciliation Action Plan for more information.

At Google, we have a vision of empowerment and equitable opportunity for all Aboriginal and Torres Strait Islander peoples and commit to building reconciliation through Google’s technology, platforms and people and we welcome Indigenous applicants. Please see our Reconciliation Action Plan for more information.

  • PhD in Computer Science, a related technical field, or equivalent practical experience.
  • 7 years of experience in Machine Learning (ML), ML Efficiency, ML Optimization, or a related field.
  • Experience contributing to research communities including publishing in forums (e.g., ICML, ICLR, NeurIPS, or related).
  • Experience with programming languages (e.g., Python or C/C++).
Preferred qualifications:
  • Experience in innovative research.
Experience working with a research team.

Ability to effectively navigate ambiguity.

About the job

As an organization, Google maintains a portfolio of research projects driven by fundamental research, new product innovation, product contribution and infrastructure goals, while providing individuals and teams the freedom to emphasize specific types of work. As a Research Scientist, you'll setup large-scale tests and deploy promising ideas quickly and broadly, managing deadlines and deliverables while applying the latest theories to develop new and improved products, processes, or technologies. From creating experiments and prototyping implementations to designing new architectures, our research scientists work on real-world problems that span the breadth of computer science, such as machine (and deep) learning, data mining, natural language processing, hardware and software performance analysis, improving compilers for mobile platforms, as well as core search and much more.

As a Research Scientist, you'll also actively contribute to the wider research community by sharing and publishing your findings, with ideas inspired by internal projects as well as from collaborations with research programs at partner universities and technical institutes all over the world.

Our team is committed to advancing in the areas of efficient architectures, training efficiency of foundational models, data efficiency, and inference efficiency.

In this role, you will have opportunities to collaborate with Google teams over the world and advance in the above mentioned areas, enable fundamental breakthroughs, and pioneer next-generation products.

Google Research is building the next generation of intelligent systems for all Google products. To achieve this, we’re working on projects that utilize the latest computer science techniques developed by skilled software developers and research scientists. Google Research teams collaborate closely with other teams across Google, maintaining the flexibility and versatility required to adapt new projects and foci that meet the demands of the world's fast-paced business needs.

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 entire model deployment pipeline including better formulations for pretraining, instruction and tuning, and Reinforcement Learning from Human Feedback (RLHF).

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. See also Google's EEO Policy , Know your rights: workplace discrimination is illegal , Belonging at Google , and How we hire .

Google is a global company and, in order to facilitate efficient collaboration and communication globally, English proficiency is a requirement for all roles unless stated otherwise in the job posting.

To all recruitment agencies: Google does not accept agency resumes. Please do not forward resumes to our jobs alias, Google employees, or any other organization location. Google is not responsible for any fees related to unsolicited resumes.

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