Waymo

Perception Machine Learning Engineer - Continual Learning

Waymo$170K — $216K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's in Computer Science or similar discipline or equivalent deep learning experience
  • 3+ years of experience in Machine Learning and/or Computer Vision
  • Proficiency in Python
  • Experience with ML frameworks such as PyTorch or JAX

Responsibilities

  • Create large-scale data sets and training recipes
  • Develop methods for continuous data intake and incremental updates of large models
  • Design automated data collection mechanisms and update flywheels
  • Evaluate real-world performance of models and detect regressions
  • Maintain ground-truth free performance metrics

Benefits

  • Participation in annual bonus program
  • Equity incentive plan
  • Comprehensive company benefits program
Full Job Description
The Perception team builds the system which learns the spatial-temporal representation and their semantic meanings of the surrounding environment of the autonomously driving vehicle (ADV), i.e., the system that "perceives" the world around the car. We work jointly with downstream teams on the optimization and integration into the Waymo Driver. We conduct our own research to address real-world problems and collaborate with research teams at Alphabet. We have access to millions of miles of driving data from a diverse set of sensors, enabling engineers like you to (1) develop methods for efficiently and continuously learning from large scale real-world data, to (2) develop models and model training at scale, to (3) analyze real-world behavior and develop systems for handling the complexities of interacting with the real-world, and (4) optimize models for our onboard and offboard hardware.

In this hybrid role you will report to a Technical Lead Manager.

You will:
  • Create foundation scale data sets and training recipes, develop methods and recipes for human and machine labeling of foundation scale data sets.
  • Create methods and recipes for continuous data intake, selection and incremental updates of large models, develop methods for data mining and recipes for automated data collection/model update flywheels.
  • Develop methods and recipes for evaluating real-world performance of models, and detecting regressions in model updates.
  • Develop and maintain ground-truth free performance metrics.

You have:
  • Bachelors in Computer Science or a similar discipline, or an equivalent amount of deep learning experience
  • 3+ years experience in Machine Learning and/or Computer Vision
  • Experience with Python
  • Experience with ML frameworks like PyTorch or JAX

We prefer:
  • MS or PhD Degree in Machine Learning, Robotics, Computer Science or a similar discipline
  • Publications at top-tier conferences like CVPR, ICCV, ECCV, ICLR, ICML, ICRA, IROS, RSS, NeurIPS, AAAI, IJCV, PAMI
  • Experience with C++


The expected base salary range for this full-time position across US locations is listed below. Actual starting pay will be based on job-related factors, including exact work location, experience, relevant training and education, and skill level. Your recruiter can share more about the specific salary range for the role location or, if the role can be performed remote, the specific salary range for your preferred location, during the hiring process.

Waymo employees are also eligible to participate in Waymo's discretionary annual bonus program, equity incentive plan, and generous Company benefits program, subject to eligibility requirements.

Salary Range

$170,000-$216,000 USD

About Waymo

Waymo LLC is a self-driving technology development company. It is a subsidiary of Alphabet Inc., the parent company of Google. Waymo develops autonomous driving technology and provides ride-hailing services through its Waymo One program. The company has been testing its self-driving technology on public roads since 2009 and has logged millions of miles of autonomous driving. Waymo has partnerships with several automakers and has been working on developing autonomous trucks for use in logistics.
Learn more about Waymo
Size
2,000 employees
Industry
Founded
2009

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