Perception Technical Architect
7 days ago
About the Role
We are looking for a highly skilled individual to spearhead the development of a perception stack that can identify threats in all environmental conditions, ensuring absolute peace of mind for our customers. This role requires a deep understanding of machine learning, computer vision, and sensor fusion, as well as expertise in programming languages such as PyTorch and TensorFlow.
Key Responsibilities
* Extract maximum value from sensors while being robust to occlusions, poor lighting, and disguises
* Lead the collection, labeling, and management of datasets to train and evaluate ML models
* Leverage state-of-the-art models for 3D object detection, tracking, facial recognition, and semantic scene understanding
* Perform trade studies to understand the value of new sensors or processing approaches to system reliability
* Analyze system performance in simulation and through data from deployments in the field to find headroom and devise solutions
Requirements
* 5+ years of professional experience with machine learning for hardware products in a safety-critical field
* Passionate about ML, both robust engineering and research challenges
* Deep understanding of modern machine learning techniques and basic linear algebra, optimization, statistics, and algorithms
* Extensive experience working with PyTorch, TensorFlow, or other modern deep learning frameworks
* Familiarity with the use of VLMs and other multi-modal models for semantic scene understanding and description
* Excellent communication skills and ability to solve complex problems with little supervision
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