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Senior Machine Learning Engineer, Prediction - Autonomous Driving
NVIDIA · Santa Clara, CA · Posted 21 days ago
Lead prediction systems for autonomous driving using cutting-edge deep learning across complex global driving scenarios.
Intelligent machines powered by Artificial Intelligence computers that can learn, reason and interact with people are no longer science fiction. GPU Deep Learning has provided the foundation for machines to learn, perceive, reason and solve problems. Now, NVIDIA’s GPU runs Deep Learning algorithms, simulating human intelligence, and acts as the brain of computers, robots and self-driving cars that can perceive and understand the world.
We are now looking for an extraordinary Senior Engineer to develop and productize NVIDIA’s autonomous driving solutions. As a member of our prediction team, you will be driving solutions for prediction modules that are responsible for producing multi-modal scene consistent prediction for other road participants. You will be challenged to improve robustness and accuracy as well as efficiency of the solutions to fully enable autonomous driving anywhere and anytime.
What You’ll Be Doing:
- Designing end-to-end solutions for Prediction and AV stack using state of the art ML techniques to enable agents prediction across various driving environments from complex intersections to rural curvy roads to multi-level highways.
- Applied research and development of innovative deep learning models, including end-to-end models
- Develop generalizable approaches to support diverse ODDs and Country/region expansion
- Drive and prioritize data-driven development by working with large data collection and labeling teams to bring in high value data to improve prediction system accuracy. Efforts will include data collection prioritization and planning, labeling prioritization, labeling efficiency optimization, so that value of data is maximized
- Leverage data simulation and augmentation for solving extreme scenarios
- Productize the developed solutions by meeting product requirements for safety, latency, and SW robustness.
What We Need to See:
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