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    Staff Software Engineer, ML Platform - Palo Alto, United States - Woven by Toyota

    Woven by Toyota
    Woven by Toyota Palo Alto, United States

    3 weeks ago

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    Description

    TEAM


    We work in the ML training and deployment ecosystem, you will be embedded within the Automated Driving & ADAS team and work directly with Autonomy ML engineers to accelerate development and deployment of ML models.

    Your work will support improving the quality of our production models deployed on cars and develop tools to support training and deployment of ML models on large scale data.

    You will work with a set of large-scale and interconnected tools, and help in improving scalability, efficiency, and utility of all aspects of the ML ops ecosystem.

    You will operate across ML Platform, production model owners, research, and cloud infrastructure to deliver efficient fast tools for integration, testing, and deployment of those models.

    This role is hybrid and will report to the Engineering Manager located in Palo Alto, CA.


    RESPONSIBILITIES:
    Develop and integrate SOTA methods for efficient, large-scale training of ML models and support multi-platform deployment including automotive-grade edge compute devices

    Architect and develop tools for ML model evaluation and end-to-end validation to help ML engineers assess impact of their changes to downstream customers and modules

    Improve the utility of our vehicle data by building and improving the infrastructure for data sampling, data curation and data representation; improve versatility of our ML data format to support data reuse across models

    Operate cross-functionally and identify bottlenecks such as latency hot spots during training and deployment of ML models, while generalizing needed tools

    Scale our architecture while taking advantage of heterogeneous clusters to maximize resource efficiency


    QUALIFICATIONS:
    Experience in building large-scale data intensive distributed model training and evaluation ecosystems and pipelines

    Experience in the full ML Ops cycle covering data cleansing, data sampling, data curation, training, testing, and deployment in the cloud and on edge compute platforms

    Expert Python practitioner and familiarity with PyTorch

    Familiarity with containerization and workflow orchestration systems, e.g. Docker, Kubernetes, Airflow, Flyte

    Familiarity with C++

    $161, ,500 a year

    Your base salary is one part of your total compensation. At Woven by Toyota, we offer a base salary, a bonus, and a comprehensive benefits package. The California pay scale for this full time position is $161, ,500. The total compensation offered to an employee will be dependent upon the individual's skills, experience, qualifications, location, and level.

    WHAT WE OFFER

    We are committed to creating a modern work environment that supports our employees and their loved ones.

    We offer many options of the best programs to allow you to do your most meaningful work and to help you shape the future of mobility.


    • Excellent health, wellness, dental and vision coverage
    • A rewarding 401k program
    • Flexible vacation policy
    • Family planning and care benefits
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