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Machine Learning Engineer - Simulation

Company: Didi Labs
Location: Mountain View
Posted on: May 11, 2022

Job Description:

We are looking for excellent machine learning engineers/applied scientists to join our Mountain View office to develop AI solutions to improve the fidelity, coverage and scalability of simulation for DiDi autonomous vehicle project. The simulation team's work is critical to the success of the entire project: It speeds up development-verification cycles by enabling onboard module engineers to rapidly evaluate their changes and iterate. It ensures the quality of software deployed on real-world autonomous vehicles to minimize safety risk s . Also, comparing with real-road testing, simulation could expand testing coverage by orders of magnitude with only a fraction of the cost. Although we have been making great progress, there are still many technical challenges ahead of us in this area. All-levels engineers are all welcome to join, and your contributions could be key to bring autonomous vehicles to DiDi's transportation network! Responsibilities:

  • Research and develop evaluation metrics for measuring the simulation fidelity.
  • Research and develop algorithms, e.g., generative, domain adaptation models, for simulating realistic 2D image, 3D point cloud, radar and etc.
  • Research and develop trajectory prediction/planning algorithms to produce realistic agent behaviors.
  • Develop efficient scenario creation tools, including convenient ways to specify agents behavior and parameterized scenario generation, etc.
  • Develop data processing and analytics platform to process simulation data, extract and visualize information. Collaborate with onboard engineering and triage teams to quantify, monitor and improve the performance and safety metrics using data science skills. -Qualifications :
    • Bachelor degree or higher in Computer Science or related disciplines. -
    • Solid programming and proficient in C++ and/or Python.
    • Team player with good communication skills.
    • Attentive to detail and strive for engineering excellence. Preferred:
      • Deep knowledge in deep learning modeling and computer vision.
      • Experience with simulation for autonomous vehicles.
      • Experience with perception, prediction and planning stack for autonomous vehicles.
      • Experience with graphics and rendering. About the Company: Didi Chuxing ("DiDi") is the world's leading mobile transportation platform. We're committed to working with communities and partners to solve the world's transportation, environmental, and employment challenges by using big data-driven deep-learning algorithms that optimize resource allocation. Didi Chuxing's Autonomous-Driving team was established in 2016, and has grown to a comprehensive research and development organization covering HD mapping, perception, behavior prediction, planning and control, infrastructure and simulation, labeling, hardware, mechanical, problem diagnosis, vehicle modifications, connected car, and security, among others. We're developing and testing self-driving vehicles in China and the United States. In August 2019, DiDi upgraded its autonomous driving unit to an independent company to focus on R&D, product application, and business development related to self-driving technologies. The new company will integrate the resources and technology of DiDi's platform, continue to increase investment in R&D, and deepen collaboration with auto industry partners.

Keywords: Didi Labs, Mountain View , Machine Learning Engineer - Simulation, Engineering , Mountain View, California

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