Senior / Staff Software Engineer (Learned Trajectory Machine Learning Engineer)

• The Prediction & Behavior ML team is responsible for developing machine learning (ML) algorithms that learn and predict behaviors from data, applying them both on-vehicle to influence driving behavior and off-vehicle to provide ML capabilities to simulation and validation
• Given the tight integration of behavior forecasting and motion planning, our team collaborates closely with the Planner team to advance overall vehicle behavior
• We also work closely with our Perception, Simulation, and Systems Engineering teams to accelerate our ability to validate our driving performance
• As a Learned Trajectory Machine Learning Engineer you will be responsible for developing deep learned models that produce trajectories for our vehicles to drive
• Given the tight integration of behavior prediction and motion planning, you will closely collaborate with the Planner and Perception teams in the advancement of our overall vehicle behavior
• You will develop new deep learning models that use imitation learning and reinforcement learning to generate driving plans for our autonomous vehicle
• You will also work on techniques to estimate the quality of those driving plans along the dimensions of safety, progress, comfort etc
• You will leverage our large-scale machine learning infrastructure to discover new solutions and push the boundaries of the field
• You will develop metrics and tools to analyze errors and understand improvements of our systems
• You will collaborate with engineers on Perception, Planning, and Simulation to solve the overall Autonomous Driving problem in complex urban environments

Benefits

• Paid parental leave
• Affinity groups and sports clubs
• Work from home opportunities
• Health insurance
• Our crew’s health and happiness is our first priority. We offer comprehensive health and mental health support, a wellbeing program, and unlimited and flexible paid time away
• We invest in our crew—and their families—for the long term. That includes generous family planning support, caregiver support, and strong cash compensation with great equity upside
• We look after our crew when they’re in the office too. Our famous food program is a great example, featuring a daily changing menu of local and sustainable dishes
• There’s a busy calendar of social events at Zoox, with more sports teams than you can count. And, of course, playing with robots is an important part of the job description- Fluency in Python with a basic understanding of C++
• Strong mathematics skills
• Extensive experience with programming and algorithm design
• Experience with production Machine Learning pipelines: dataset creation, training frameworks, metrics pipelines
• Experience with training and deploying transformer-based model architectures and reinforcement learning
• BS, MS, or PhD degree in computer science or related field
• Conference or Journal publications in Machine Learning or Robotics related venues
• Prior experience with Prediction and/or autonomous vehicles or robotics in general