Job Description
Summary
This position entails the development of generative AI software for path planning & decision making in autonomous driving (AD) systems. The software involves generative transformer-based and algorithm-based SW using perception results from multiple Camera/Lidar, as well as other software components, such as deep learning, large language model, dataset managing, state estimation, semantic abstraction, searching, path prediction, cost optimization, decision making, and failure handling. The Senior Research Engineer will be responsible for planning, executing, and coordinating New Mobility programs in collaboration with internal and external departments, supplier companies, institutions, and academia.
Your Responsibilities
- Evaluation of technologies and product designs with compliance to scientific principles, engineering principles, company standards, customer requirements and related specifications
- Support the development of innovative components and modules from the initial concept phase through the complete development process including design engineering, validation, prototyping, testing, and evaluation of the proposed production capable process and business case
- Contribute to team effort by providing innovative ideas for products and processes and by sharing information with other team members
- Analyze engineering results and propose product changes to determine feasibility, improvement of components and systems and functional/performance specifications
- Correlate experimental data to simulation data
- Maintain innovation project schedule by monitoring project progress, co-coordinate activities, calculating time requirements, sequencing project elements, and resolving problems
- Specify requests and coordinate all sub-contracted work (i.e., S/W development, prototyping, validation, testing) and assures timely completion
- Confer with other project engineers to clarify or resolve problems and develop designs
- Maintain proper filing systems to ensure all information, (electronic or hard copy), are stored according to departments requirements
- Provide engineering support to other departments within the company as directed by the department leader
- Maintain professional and technical knowledge by reviewing professional publications and establishing personal networks
- Responsible for keeping the organization abreast of developments in his/her R&D programs.
Who we are looking for
- Ability to travel domestic and international
- Normal amount of sitting or standing, average mobility to move around an office environment, able to conduct normal amount of work at a computer. Vision abilities required by this job include close vision and ability to adjust focus
Your preferred qualifications
- Experience in research or development in a technology area related to Autonomous Driving (as per the definition in the Job Introduction), AI/ML or Robotics, or equivalent combination of education/experience.
EDUCATION / EXPERIENCE
- Master's or higher degree in Engineering including but not limited to: Computer Science, Electrical, Robotics, Aerospace, and Mechanical Engineering
SPECIAL KNOWLEDGE / SKILLS:
- Practical experience with transformer models
- Experience with Vision/Lidar/Radar sensors
- Proficiency in programming languages such as Python, C/C++, Matlab/Simulink, etc.
- Hands-on experience with ROS/ROS2
- Hands-on experience with edge devices
- Practical experience in training and deploying deep learning models
- Exposure to any kind of Reinforcement Learning
- Exposure to any kind of Large Language Model
- Exposure to any kind of Self-Supervised or Unsupervised learning
- Exposure to any kind of searching algorithm such as A*, Dijkstra
- Exposure to any kind of object behavior prediction
- Exposure to one or more of the following: semantic segmentation, instance segmentation, panoptic segmentation, depth estimation, key point estimation, or optical flow
- Exposure to autonomous algorithms including localization, perception, deep learning, tracking, searching, control, and random variable theory.
- Strong spoken and written English language skills.
Skills
- C++
- Communications Skills
- Development
- Python
- Software Engineering