Staff Machine Learning Engineer(TLM), Driver Understanding and Evaluation

Waymoabout 2 months ago
Mountain View, CA, United States
Remote
Full-time
Junior Level (1-3 years)

Job Description

About Waymo

Waymo is an autonomous driving technology company with the mission to be the world's most trusted driver. Since its start as the Google Self-Driving Car Project in 2009, Waymo has focused on building the Waymo Driver—The World's Most Experienced Driver™—to improve access to mobility while saving thousands of lives now lost to traffic crashes. The Waymo Driver powers Waymo’s fully autonomous ride-hail service and can also be applied to a range of vehicle platforms and product use cases. The Waymo Driver has provided over ten million rider-only trips, enabled by its experience autonomously driving over 100 million miles on public roads and tens of billions in simulation across 15+ U.S. states.

About the Team

The Driver Understanding and Evaluation (DUE) team at Waymo is developing rich metrics for understanding the behavior of the Waymo Driver in the real world, and technologies such as context and scene analysis to understand driving, understanding and augmenting real world driving data to generate rare driving events, build large scale data infrastructure, improve components such as agents and a realistic simulator. These technologies come together to drive the overall technical strategy and methodology used to evaluate the behavior of the Waymo Driver.

Your Responsibilities

  • Lead the development of cutting edge Deep Learning and machine learning models to enhance human-led triaging and introduce automation for high-volume workflows
  • Design and build Gen AI LLM/VLM solutions for self driving car behavior analysis and anomaly detection
  • Proactively monitor and assimilate best practices from within Alphabet and the broader industry to develop a Reinforcement Learning from human preference-based data collection and evaluation system.
  • Enhance User Feedback Analysis, collaborate seamlessly with product and business teams to design and implement tools for multi-label classifications, sentiment assessment, comment summarization, root cause analysis and trend analysis of rider feedback
  • Oversee the production and optimization of machine learning models aiming to assess Waymo's expansive fleet of vehicles that cumulatively travel millions of miles.
  • Drive technical direction, and provide technical inputs and guidance to the team.
  • Work closely with PMs and TPMs to help define product requirements and align the technical agenda with the company's business objectives.
  • Collaborate closely with multiple teams (e.g., Prediction, Planning, Research), other technical leads, and senior leaderships across Waymo to deliver on key strategic efforts.

You have:

  • B.S.: in Computer Science, Robotics, Machine Learning, similar technical field of study, or equivalent practical experience
  • 7+ years: of experience with hands-on experience in machine learning projects
  • Strong coding: experience in C++ and/or Python.
  • Experience: in at least one of: Foundational Models, VLM, Deep Learning
  • Experience: with ML frameworks such as TensorFlow, PyTorch, Hugging Face's transformers, along with expertise in deep learning models and ML deployment at scale

We prefer:

  • M.S. or Ph.D.: degree Computer Science or related quantitative field with a specialization of machine learning.
  • 10+ years: of experience with hands-on experience in machine learning projects
  • Deep learning: experience with Transformers
  • Gen AI LLM/VLM: experience
  • Experience: with building tools for applied machine learning, including MLOps, evaluation/validation techniques, and model performance optimization.
  • Large-scale data: processing and analytical skills.

Salary Range

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: $238,000—$302,000 USD

Required Skills

TensorFlow
C++
Gen AI LLM/VLM
Python
Hugging Face Transformers
Machine Learning
PyTorch
Reinforcement Learning
Deep Learning
Data Processing