Research Scientist, Efficient AI

Google LLC

Mountain View, CA

JOB DETAILS
SKILLS
Architectural Design, Artificial Intelligence (AI), Business Strategy, Channel Strategies, Cloud Computing, Computer Science, Conferences, Data Mining, Deep Learning, Delivery Management, Engineering Management, English Language, Equal Employment Opportunity (EEO), Field Sales, GPU (Graphics Processing Unit), Genetics, Input/Output, JAX (Java API for XML), Japanese Language, Knowledge Modeling, Machine Learning, Market Research, Memory Hardware, Natural Language Processing (NLP), Open Source, Performance Analysis, Performance Management, Process Improvement, Product Development, Product Management, Prototyping, Publications, Python Programming/Scripting Language, RCS (Revision Control System), Recruiting/Staffing Agency, Regulatory Requirements, Research Skills, Sales, Sales Management, Scientific Research, Software Engineering, Technical Support, Telecommunications, Time Management
LOCATION
Mountain View, CA
POSTED
26 days ago

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Research Scientist, Efficient AI

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Experience driving progress, solving problems, and mentoring more junior team members; deeper expertise and applied knowledge within relevant area.

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Minimum qualifications:

  • PhD degree in Computer Science, a related field, or equivalent practical experience.
  • Experience in ML/AI, backed by a publication record in conferences such as NeurIPS, ICML, ICLR, CVPR, etc.
  • Experience in Python and modern ML frameworks, such as JAX and PyTorch.
  • Experience writing model training and inference pipelines.

Preferred qualifications:

  • Experience in model optimization, including knowledge distillation, model architectures, quantization, etc.
  • Experience profiling model latency, I/O, and other bottlenecks while proposing relevant optimizations.
  • Experience with low-level optimization.
  • Understanding of TPU/GPU architectures, memory bandwidth constraints, and compiler-level optimizations (XLA).
  • Ability to grow in a fast-paced environment that demands scientific excellence while ensuring ideas can be experimented with and deployed in production.

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 develops resource-efficient architectures, model training/inference recipes, and model compression techniques to make machine learning models faster, smaller, and better. Our mission is to push the boundaries of model efficiency, enabling Google"s flagship models to run efficiently across Google's massive server-side deployments.

Google Research addresses challenges that define the technology of today and tomorrow. From conducting fundamental research to influencing product development, our research teams have the opportunity to impact technology used by billions of people every day.

Our teams aspire to make discoveries that impact everyone, and core to our approach is sharing our research and tools to fuel progress in the field -- we publish regularly in academic journals, release projects as open source, and apply research to Google products.

The US base salary range for this full-time position is $147,000-$211,000 + bonus + equity + benefits. Our salary ranges are determined by role, level, and location. Within the range, individual pay is determined by work location and additional factors, including job-related skills, experience, and relevant education or training. Your recruiter can share more about the specific salary range for your preferred location during the hiring process.

Please note that the compensation details listed in US role postings reflect the base salary only, and do not include bonus, equity, or benefits. Learn more about benefits at Google.

Responsibilities

  • Propose and drive independent research directions, and manage a strong research agenda, communicating with and participating with the broader research community.
  • Refine your ideas in close collaboration with the team and cross-organization partners.
  • Translate ideas to experiments swiftly, and be able to reason about model efficiency (latency, parameters, memory, I/O, compute efficiency, etc.).
  • Communicate your results to the team regularly and seek feedback.

Information collected and processed as part of your Google Careers profile, and any job applications you choose to submit is subject to Google"s Applicant and Candidate Privacy Policy.

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.

If you have a need that requires accommodation, please let us know by completing our Accommodations for Applicants form.

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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