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Posted 6 months ago

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Senior Machine Learning Engineer - ML Agents and Planning

Foster City, CAOn-siteFull-time

AI Summary

Senior ML Engineer focusing on ML agents and planning for autonomous driving. Develops deep learning models (imitation and reinforcement learning) to predict agent behavior and generate driving plans, and analyzes plan quality across safety, progress, comfort, and realism.

About this role

The Offline Driving Intelligence team is responsible for developing Foundation Models for ML Agents and planning, applying them off-vehicle to provide generalization capabilities to simulation and validation. Our team collaborates closely with the Planner, Simulation and Validation teams to develop and validate our driving performance. As an ML Agents and Planning Machine Learning Engineer you will work on the bleeding edge of the industry, developing novel machine learning pipelines and models to predict the behavior of other agents in the world and planning the best course of action for the ego vehicle.

In this role, you will...

  • You will develop new deep learning models that use imitation learning and reinforcement learning to generate driving plans for human-like agents.
  • You will work on novel techniques to estimate the quality of those driving plans along the dimensions of safety, progress, comfort and realism.
  • You will contribute to 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,Simulation, and Validation to solve the overall Autonomous Driving problem.

    • Qualifications

  • PhD degree in computer science or related field +1y of professional experience (top tier publications can remove the need for the year of experience) or, MSc +5y of professional experience in a relevant field.
  • Experience in Planning and / or Prediction using Reinforcement Learning techniques
  • Experience with training and deploying transformer-based model architectures
  • Experience with production Machine Learning pipelines: dataset creation, training frameworks, metrics pipelines
  • Fluency in Python with a basic understanding of C++

    • Bonus Qualifications

  • Top tier publications (NeurIPS, ICML, CVPR)

    • Skills

    BaselinesC++Dataset CreationImitation LearningLarge-scale ML InfrastructureMachine Learning PipelinesMetrics PipelinesModel EvaluationNeural NetworksPerceptionPlanningPredictionProduction ML PipelinesPythonReinforcement LearningSimulationTraining FrameworksTransformer ModelsValidation

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