- Robot type
- Autonomous Vehicle
- Location
- Mountain ViewCaliforniaUSA
- Job type
- Artificial Intelligence
- Posted
- Mar 26, 2024
Senior Research Engineer, Perception
Job description
Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries.
Job responsibilities
- Design and implement cutting-edge perception algorithms for autonomous vehicles, focusing on areas such as sensor fusion, 3D object detection, segmentation, and tracking in complex dynamic environments
- Design and implement ML models for real-time perception tasks, leveraging deep neural networks to enhance the perception capabilities of self-driving trucks
- Lead initiatives to collect, augment, and utilize large-scale datasets for training and validating perception models under various driving conditions
- Develop robust testing and validation frameworks to ensure the reliability and safety of the perception systems across diverse scenarios and edge cases
- Conduct field tests and simulations to validate and refine perception algorithms, ensuring robust performance in real-world trucking routes and conditions
- Work closely with the data engineering team to build and maintain large-scale datasets for training and evaluating perception models, including the development of data augmentation techniques
Job requirements
- Master’s or PhD in Electrical Engineering, Computer Science, Robotics, or a related field, with a focus on sensor fusion, signal processing, or machine learning
- At least 5 years of hands-on experience in developing perception systems for autonomous vehicles, with a strong portfolio in LiDAR and camera-based perception, modern perception technologies, and synthetic data…
- Expertise in programming languages and tools critical for high-performance computing and machine learning, including C++, Python, CUDA, TensorFlow, and PyTorch
- Hands-on experience with sensor calibration, vehicle dynamics, and environmental modeling
- Strong foundation in data structures, algorithm design, and complexity analysis specifically tailored to real-time, high-reliability systems
- Experience with deep learning optimization for edge deployment, including quantization, pruning, and knowledge distillation
- Demonstrated ability to publish research findings in top-tier technical journals and conferences
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