Coco is looking to revolutionize urban logistics by developing AI technology for their on-demand delivery robots to scale efficiently, sustainably, and safely. This involves building an autonomy stack ground-up to improve the robot-to-pilot ratio and make last-mile delivery accessible to more people.
Requirements
- 2+ years experience in machine learning, computer vision, robotics, or autonomous systems.
- Proven track record of training and deploying a real world neural network.
- Extremely well versed in the models and techniques that have been used and are currently in use with autonomous driving or robotics systems in constrained, production environments. SfM, SLAM, large-scale mapping & localization, RL, imitation learning, neural rendering, etc.
- Expertise in training and deploying deep learning models, particularly in vision (CNNs, object detection, semantic segmentation).
- Excellent programming skills in Python and C++.
- Practical experience with PyTorch.
- Experience in optimizing large-scale ML models and deploying them on distributed cloud/edge infrastructure.
Responsibilities
- Develop the architecture and implementation of machine learning models that power the autonomous vehicle’s perception, decision-making, and control systems.
- Design and implement algorithms for object detection, sensor fusion, path planning, and real-time decision-making.
- Develop and maintain robust data pipelines to ingest, label, and preprocess data from multiple sensors (LiDAR, cameras, radar).
- Train and optimize deep learning models using simulation and real-world data. Focus on improving system accuracy, robustness, and efficiency.
- Build simulation environments to test various driving scenarios and edge cases; work closely with the hardware team to ensure smooth integration of software with vehicle systems.
- Ensure that the autopilot system adheres to safety standards and regulations, incorporating redundancy and fail-safe mechanisms.
- Play a key role in recruiting, mentoring, and leading a high-performance machine learning and autonomy team.
Other
- Strong leadership and communication skills.
