What are the responsibilities and job description for the Lead Machine Learning Engineer, Perception position at Quantix Search?
**Lead Machine Learning Engineer, Perception**
Design, develop, and evaluate perception systems for comprehensive environmental awareness in homes.
The Role
This position demands a balance of classical and machine learning approaches to achieve precise, reliable performance in varied conditions.
Key Responsibilities:
- Optimize Sensor Fusion to integrate multi-sensory data, ensuring robustness in occluded, low-light, and other challenging environments.
- Lead ML Dataset Management by collecting, labeling, and managing training data, while refining models for 3D detection, tracking, and scene understanding.
- Performance Testing & Analysis both in simulations and real-world deployments, identifying and resolving system limitations and edge cases.
- Collaborate on Hardware Requirements , working with hardware engineers to set up and evaluate the ideal components for perception.
- Develop ML Infrastructure including distributed training, data management, and the evaluation of production systems.
Requirements
We are looking for a highly skilled Lead Machine Learning Engineer with:
- 5 years experience in machine learning for hardware systems, ideally in safety-critical fields like aerospace, robotics, or autonomous vehicles.
- A strong foundation in ML models for object detection, scene understanding, and system performance evaluation.
- Experience in cross-functional collaboration, especially with hardware and data teams.
- Passion for developing reliable perception systems with minimal error margins.
