Software Engineer III, ML, TPU Efficiency, YouTube

Google LLC
  • Mountain View, CA
    2 days ago

    Job Description

    Software Engineer III, ML, TPU Efficiency, YouTube

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    corporate_fareYouTubeplaceMountain View, CA, USA

    bar_chartMid

    Mid

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

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    XIn most instances, this position requires in-person interviews as part of the hiring process.

    Minimum qualifications:

    • Bachelors degree or equivalent practical experience.
    • 2 years of experience programming in C++ or Python.
    • 2 years of experience with software design and architecture.
    • 2 years of experience testing, and launching software products.
    • Experience with ML model optimization.
    • Experience with ML frameworks such as TensorFlow, JAX, and PyTorch, or ML compilers (e.g., accelerated linear algebra (XLA)).

    Preferred qualifications:

    • Masters degree or PhD in Computer Science or related technical fields.
    • Experience developing accessible technologies.
    • Experience with debugging correctness and performance issues at all levels of the ML software stack.
    • Experience with ML compilers and their internals, experience writing compiler optimization passes.
    • Familiarity with accelerator hardware architectures (TPUs/GPUs).

    About the job

    Googles software engineers develop the next-generation technologies that change how billions of users connect, explore, and interact with information and one another. Our products need to handle information at massive scale, and extend well beyond web search. Were looking for engineers who bring fresh ideas from all areas, including information retrieval, distributed computing, large-scale system design, networking and data storage, security, artificial intelligence, natural language processing, UI design and mobile; the list goes on and is growing every day. As a software engineer, you will work on a specific project critical to Google's needs with opportunities to switch teams and projects as you and our fast-paced business grow and evolve. We need our engineers to be versatile, display leadership qualities and be enthusiastic to take on new problems across the full-stack as we continue to push technology forward.

    With your technical expertise you will manage project priorities, deadlines, and deliverables. You will design, develop, test, deploy, maintain, and enhance software solutions.

    On this team, you will own the optimization of the models powering the YouTube algorithm. Your work will focus on model efficiency optimization, such as low-precision quantization , knowledge distillation, parameter sharing, and designing hardware-friendly model architectures, to reduce training and serving costs while maximizing fleet utilization and value delivered to users.

    You will build support and optimize new and existing models in our Recommendation System stack, including new model architectures while adapting to next-generation TPU hardware.

    You will engage in model and TPU compiler co-design, with opportunities to work across the stack ranging from end-user ML models down to Hardware/Software architecture.

    At YouTube, we believe that everyone deserves to have a voice, and that the world is a better place when we listen, share, and build community through our stories. We work together to give everyone the power to share their story, explore what they love, and connect with one another in the process. Working at the intersection of cutting-edge technology and boundless creativity, we move at the speed of culture with a shared goal to show people the world. We explore new ideas, solve real problems, and have fun - and we do it all together.Individual pay is determined by factors including job-related skills, experience, and relevant education or training.

    US: $147000 - $210000 (USD) + 15% bonus target + equity + benefits

    Learn more about benefits at Google.

    Responsibilities

    • Profile ML workloads, identify compute and memory bandwidth bottlenecks, and optimize accelerator utilization to maximize compute efficiency.
    • Explore, implement, and productionize algorithmic efficiency techniques, including low-precision quantization, knowledge distillation, parameter sharing, and attention optimizations.
    • Optimize auxiliary serving and distributed data pipelines, including data ingestion, feature transformation, embedding lookups, and memory caching to support real-time training and inference.
    • Partner closely with ML model developers and researchers to co-design hardware-friendly model architectures and deploy universal efficiency libraries.

    Information collected and processed as part of your Google Careers profile, and any job applications you choose to submit is subject to Googles 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 Googles 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.

    Equity is granted exclusively and discretionarily by Alphabet Inc. on the basis of an agreement concluded between you and Alphabet Inc. Alphabet Inc. is your sole contractual partner with respect to equity grants. GSU grants are not guaranteed, are discretionary, are subject to approval by the Alphabet Inc. board of directors or its delegate, the terms of the relevant Alphabet Inc. stock plan, and your grant agreement. They have no impact on statutory payments. Current or past grants do not confer an acquired right.

    Numbers & Facts

    LocationMountain View, CA

    Skills

    • Algorithmsunmatched
    • Artificial Intelligence (AI) Natural Languageunmatched
    • Business Growthunmatched
    • C++ Programming Languageunmatched
    • Cachingunmatched
    • Computer Scienceunmatched
    • Data Managementunmatched
    • Data Storageunmatched
    • Debugging Skillsunmatched
    • Distributed Computingunmatched
    • English Languageunmatched
    • Equal Employment Opportunity (EEO)unmatched
    • GPU (Graphics Processing Unit)unmatched
    • Geneticsunmatched
    • Hardware Architectureunmatched
    • Hardware Designunmatched
    • Information Retrievalunmatched
    • Information/Data Security (InfoSec)unmatched
    • Internet Searchunmatched
    • JAX (Java API for XML)unmatched
    • Large-Scale Systemsunmatched
    • Leadershipunmatched
    • Leading Edge Technologyunmatched
    • Linear Algebraunmatched
    • Memory Hardwareunmatched
    • Natural Language Processing (NLP)unmatched
    • Network Designunmatched
    • Product/Service Launchunmatched
    • Project/Program Managementunmatched
    • Python Programming/Scripting Languageunmatched
    • Recruiting/Staffing Agencyunmatched
    • Regulatory Requirementsunmatched
    • Software Administrationunmatched
    • Software Architectureunmatched
    • Software Architecture Designunmatched
    • Software Engineeringunmatched
    • Stock Purchase Plansunmatched
    • Test Plan/Scheduleunmatched
    • Testingunmatched
    • Time Managementunmatched
    • User Interface Designunmatched
    • Vehicle Fleetsunmatched
    • YouTubeunmatched

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