What are the responsibilities and job description for the Senior Staff Tech Lead, Perception position at Stack AV?
About the Role:
The Perception team is looking for a lead to build up a team developing and deploying perception components for next generation self driving systems. This requires developing strong ownership over critical components to being able to understand, experiment, improve, and field state-of-the-art perception systems in real time, safety critical applications. We are focused on building a product so candidates should have a mission-driven mindset to deliver a product, which entails significant cross-functional interaction and customer-centric obsession.
Responsibilities:
- Identify and develop next generation perception architectures.
- Produce a coherent data representation of the environment based on data fusion between map alignment, tracking, drivable area, etc.
- Work cross-functionally across perception, mapping, and decision making to ensure autonomy-wide alignment.
- Partner with other teams across the company to identify key requirements, dependencies, and prioritize the key use cases that support business outcomes. This includes leading across data collection ops, ML infrastructure, cloud infra, onboard infra, and other partners to ensure e2e delivery of solutions.
Qualifications:
- PhD (or 5 years of experience) in perception related fields, such as Robotics, Computer Vision, Machine Learning.
- Extensive experience architecting, training, and deploying deep learning models into real-world environments.
- Track record of driving applied research projects from start to completion, including conception, problem definition, experimentation, iteration, and finally publication or productization.
- Experience delivering perception/tracking solutions for real-time robotic applications.
- Excellent performance-oriented C engineering skills.
- Experience with automated driving.
- Experience working with a GPU (cuda).
- Experience in Deep Learning pipelines. #LI-JG1
