WeRide is seeking a Data Engineer to support the development of L3+ Advanced Driver Assistance Systems (ADAS) and L4 Autonomous Driving (AD) Systems by building scalable evaluation frameworks and high-impact scenarios that drive continuous improvement in autonomous driving.
Requirements
- Proficient in C++, with a solid programming foundation and a strong sense of good coding practices.
- Familiar with common data structures and algorithms, capable of writing efficient and stable code.
- Experience with development in a Linux/Unix environment, familiar with common development and debugging tools.
- Proficient in big data processing and analysis, with expertise in SQL and Python programming.
- Ability to identify patterns from massive datasets and build effective evaluation models.
- Excellent skills in metric design and analysis, with the ability to solve complex problems quickly.
- Familiarity with the principles and applications of machine learning and deep learning algorithms.
Responsibilities
- Create algorithms to evaluate the safety, comfort, and other performance aspects of autonomous driving systems to ensure their reliable operation.
- Understand business requirements, delve deep into autonomous driving operations, map out business processes, and design data pipelines and metric systems to quantify the capabilities of the autonomous driving system.
- Aggregate and analyze autonomous driving test data, perform deep-dive investigations into the causes of data variations, and identify system issues through data analysis.
- Take responsibility for data visualization and the automation of reports to present data intuitively and support decision-making.
- Efficiently extract high-value traffic scenarios from massive, unstructured test data to drive improvements in the autonomous driving system.
- Utilize algorithmic models or rules to develop performance metrics and automated evaluation methods for autonomous driving algorithms.
- Build a comprehensive framework for evaluating autonomous driving behavior.
Other
- Bachelor's degree or higher in Computer Science, Physics, Software Engineering, Mathematics, Information Engineering, Statistics, or a related field.
- Excellent communication and teamwork skills.
- A strong sense of responsibility, self-motivated, and able to perform well under pressure.
- Adept at analyzing problems from multiple dimensions with clear and logical thinking.
- Passionate about the autonomous vehicle industry, enjoys challenges, thinks critically, learns quickly, and possesses a strong sense of responsibility.
