Machine Learning Software Engineer, Strategy Planning

Aurora Innovation
·
Posted: 
May 2, 2023
·
Other
Job Commitment
Full-time
Job Commitment
Senior
Job Function
Dev & Engineering
Salary
N/A
Job Commitment
Full-time
Experience Level
Senior
Workplace Type
Other
Job Function

This job is closed

We regret to inform you that the job you were interested in has now been closed. Although this specific position is no longer available, we encourage you to continue exploring other opportunities on our job board.

About the position

Aurora is seeking a Machine Learning Software Engineer for their Motion Planning Strategy Team. The successful candidate will be responsible for building machine learning approaches for motion planning, developing policies and plans to manage multi-actor interactions, and implementing scalable production-grade algorithms for the Aurora Driver. Required qualifications include a BS, MS, or PhD in Robotics, Machine Learning, Applied Mathematics, Computer Science or related field, 5+ years of strong programming and software design skills ideally in C++ and/or Python, and expertise with modern ML and GPU toolkits such as PyTorch, TensorFlow, JAX, TensorRT, and/or CUDA. Desirable qualifications include experience with imitation and reinforcement learning, and experience in designing, building, and productionizing motion planning algorithms, state estimation algorithms, probabilistic modeling, or statistical techniques.

Responsibilities

  • Build machine learning approaches for motion planning for creating, generating, and selecting comfortable and safe trajectories for a self-driving vehicle
  • Develop policies and plans to manage multi-actor interactions and plans under uncertainty
  • Develop approaches that interleave motion planning with forecasting of other agents
  • Develop and implement scalable production-grade algorithms for the Aurora Driver
  • Lead design and development of architectural components of the decision making system of Aurora

Requirements

  • Build machine learning approaches for motion planning for creating, generating, and selecting comfortable and safe trajectories for a self-driving vehicle
  • Develop policies and plans to manage multi-actor interactions and plans under uncertainty
  • Develop approaches that interleave motion planning with forecasting of other agents
  • Develop and implement scalable production-grade algorithms for the Aurora Driver
  • Lead design and development of architectural components of the decision making system of Aurora
  • BS, MS, or PhD in Robotics, Machine Learning, Applied Mathematics, Computer Science or related field
  • 5+ years of strong programming and software design skills ideally in C++ and/or Python
  • Knowledge of classical and modern ML approaches such as linear models, recurrent models, convolutional neural networks, transformer networks
  • Expertise with modern ML and GPU toolkits such as PyTorch, TensorFlow, JAX, TensorRT, and/or CUDA
  • Expertise with deployment of production ML models for self driving, computer vision, or natural language processing at scale
  • Experience with imitation and reinforcement learning (desirable)
  • Experience in designing, building, and productionizing motion planning algorithms, state estimation algorithms, probabilistic modeling, or statistical techniques (desirable)

Job Application Resources

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Aurora Innovation

Aurora Innovation helps companies, businesses and organisations with many incoming calls, high availability requirements as well as service.
Location
Uppsala, Uppsala Lan
Company Size
11-50
Workplace Type
Industries
Customer Service
Mobile Apps
Telecommunications
Apps
Hardware
Mobile
Professional Services
Software
Open Roles
9
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Aurora Innovation

Aurora Innovation helps companies, businesses and organisations with many incoming calls, high availability requirements as well as service.
Company Overview

Aurora Innovation helps companies, businesses and organisations with many incoming calls, high availability requirements as well as service.

Benefits
  • Competitive medical, dental, and vision benefits
  • Additional healthcare support including medical transportation reimbursement, fertility, adoption, and surrogacy benefits
  • Learning and Development offerings through Aurora Academy
  • Commitment to diversity, equity, and inclusion
  • Employee-led Aurora Unified Groups for diverse voices and inclusive collaboration
  • Focus on safety and building a culture of trust and teamwork
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