89 applicants

Company

Torc Robotics · 22 hours ago

Senior Machine Learning Engineer, Data Driven Simulation

United States

Full-time

Remote

Senior Level

$177K/yr - $213K/yr

5+ years exp

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Autonomous VehiclesRobotics

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Responsibilities

You will shape the future of our data for autonomous trucking by contributing to our data driven perception simulation pipeline. In this role, you will be responsible for applying state of the art approaches for Neural Rendering in a scalable production setting, contribute to our data workflow and communicate with stakeholders such as machine learning and testing teams which rely on data from our simulation.

Advance modern simulation techniques by using state-of-the art ML approaches and computer vision techniques

Monitor, evaluate, and integrate the latest research advances in Neural Rendering and related domains to a production environment.

Deliver key contributions to design, architecture and implementation of a neural rendering framework that allows to scale perception simulation

Integrate the framework in a cloud environment and automate the pipeline to allow scaling for the target verification and validation of our autonomous trucks

Develop sensor models for camera, LIDAR and RADAR and apply them to a Neural Rendering setting

Qualification

Find out how your skills align with this job's requirements. If anything seems off, you can easily click on the tags to select or unselect skills to reflect your actual expertise.

Machine LearningComputer VisionNeural RenderingPythonDeep Learning Frameworks3D Computer VisionData ProcessingNumpySciPyPandasMatplotlibC++C#ROSScrumKanbanTechnical Leadership

Required

BS, MS or PhD in computer vision, machine learning, computer science, computer engineering or related fields

5+ years of software development experience or a PhD in machine learning, Computer Vision, or related field

Strong experience in Python and science libraries like Numpy, SciPy, Pandas and Matplotlib

Experience with one or more deep learning framework such as PyTorch or TensorFlow

Expert knowledge of the principles, algorithms and tools of applied Deep Learning, including model training strategies, data processing, cost functions, quality metrics, etc.

Experience with 3D Computer Vision or rendering algorithms

Experience in applying machine learning towards rendering, 3D computer vision or related field, preferably multiple projects in these core areas

Track record of successfully building and shipping products or open-source projects

Preferred

Publication record in Computer Vision, Computer Graphics and Machine Learning conferences (e.g. SIGGRAPH, CVPR, NeurIPS, ICCV, ICLR, ICML ...) is a plus

Kanban, Scrum or Scaled Agile development

Experience developing sensor models, 3D simulation environments, rendering and ray tracing in a perception simulation environment (i.e., game engine or other similar simulation environment)

Software and system troubleshooting and problem-solving with specific focus on system-level analysis, fault isolation and identification

Technical leadership experience

Experience with C++, C#, ROS for autonomous SW development and simulation tooling

Benefits

100% paid medical, dental, and vision premiums for full-time employees

401K plan with a 6% employer match

Flexibility in schedule and generous paid vacation (available immediately after start date)

Company-wide holiday office closures

AD+D and Life Insurance

Company

Torc Robotics

Glassdoor

4.0

Torc provides L4 end-to-end self-driving software for mobility, trucking, mining, and defense markets through strategic partnerships

Founded in 2005

Blacksburg, Virginia, USA

501-1,000 employees

http://torc.ai

H1B Sponsorship

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