Autonomous Driving Perception Developer Jobs

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Senior Machine Learning Engineer, Perception - Autonomous Driving

NVIDIA Santa Clara, CA

Santa Clara, CA

Today

$184k - $357k/yr Full time Artificial Intelligence Autonomous Driving Perception Autonomous Driving Simulation

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Job Description

Build and productize autonomous driving perception systems for traffic signal understanding with solutions designed to work without reliance on HD maps.

Responsibilities

Design end-to-end perception and AV stack solutions for traffic signal detections across diverse driving environments, from complex intersections to rural roads and highways
Conduct applied research and development of deep learning models for traffic signal tasks, including:
- Traffic light detection
- Traffic sign recognition
- Road marking detection
- Construction object detection
- Text recognition
- Other traffic signal-related tasks
Develop generalizable methods to support diverse ODDs and enable country or region expansion
Drive data-driven development by partnering with large data collection and labeling teams to prioritize high-value data:
- Data collection prioritization and planning
- Labeling prioritization
- Labeling efficiency optimization
- Maximize the value of data to improve perception accuracy
Use data simulation and augmentation to address extreme and rare scenarios
Productize perception solutions by meeting product requirements for safety, latency, and software robustness

Requirements

Minimum education and experience:
- PhD with 4+ years, or
- MS with 6+ years, or
- BS (or equivalent experience) with 8+ years in Computer Science, Computer Engineering, or a related technical field
2+ years of technical leadership with high technical and organizational complexity is a plus
Hands-on experience building deep learning models and algorithms to solve complex real-world problems
Proficiency with deep learning frameworks, such as PyTorch
Experience with data-driven development and collaboration with data and ground truth teams
Strong programming skills in Python and/or C++
Strong communication and teamwork skills in a collaborative, learning-focused environment

Technologies

PyTorch
Python
C++
Deep learning frameworks
Transformers
BEV architectures
Visual Language Models

Benefits

Eligible for equity and benefits

Ways to Stand Out

Proven expertise developing generalizable autonomous driving or robotics perception solutions using deep learning with cameras
Hands-on experience developing and deploying DNN-based solutions to embedded platforms for real-time applications
Deep learning expertise supported by technical publications in leading conferences or journals
Expertise with Visual Language Models, Transformers, BEV architectures, and modern traffic signal perception techniques
Experience with complex object detection and recognition is a plus

Location: Santa Clara, CA (onsite)

Compensation: USD 184,000 - 356,500 per year

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