Fruition Group ยท 6 days ago
Staff Software Engineer, Perception
Fruition Group is an advanced robotics and autonomy company building intelligent systems for complex, real-world operating environments. This role involves leading the design and deployment of production-grade 2D and 3D perception systems that operate across multiple sensor modalities in dynamic outdoor environments.
Responsibilities
Architect and develop multi-modal perception models
Design and implement state-of-the-art 2D and 3D object detection architectures using cameras, LiDAR, and radar, including sensor fusion approaches for improved robustness and coverage
Create and maintain scalable pipelines for:
Data ingestion, labeling, and curation
Dataset versioning
Model evaluation, metrics, and regression tracking
Drive the strategy and execution for collecting, cleaning, annotating, and validating large-scale multi-sensor datasets optimized for detection, tracking, and downstream autonomy tasks
Take models from research to real-world deployment:
Train and fine-tune deep learning models
Optimize inference for latency and reliability
Deploy to embedded or edge compute platforms
Monitor performance and data drift in production
Set engineering best practices for data, modeling, and validation while mentoring junior engineers and guiding cross-functional project execution
Qualification
Required
Experience in architecting and developing multi-modal perception models
Proficiency in designing and implementing state-of-the-art 2D and 3D object detection architectures using cameras, LiDAR, and radar
Experience with sensor fusion approaches for improved robustness and coverage
Ability to create and maintain scalable pipelines for data ingestion, labeling, and curation
Experience with dataset versioning
Knowledge of model evaluation, metrics, and regression tracking
Experience in collecting, cleaning, annotating, and validating large-scale multi-sensor datasets
Ability to train and fine-tune deep learning models
Experience in optimizing inference for latency and reliability
Experience in deploying models to embedded or edge compute platforms
Ability to monitor performance and data drift in production
Experience in providing technical leadership and mentorship
Ability to set engineering best practices for data, modeling, and validation
Company
Fruition Group
We provide innovative talent solutions for high-growth markets, connecting exceptional people with ambitious companies to drive success.
Funding
Current Stage
Early StageTotal Funding
unknown2023-10-18Acquired
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