Senior Behavior Prediction Engineer

Job description

Job responsibilities

• Develop key modules of the behavior prediction system, focusing on accurately predicting the movements and actions of surrounding objects to enhance the decision-making capabilities of our autonomous vehicles.
• Create and maintain robust software infrastructure that enables the use of large-scale image and LiDAR data for learning algorithms, ensuring seamless integration and high performance.
• Design and write highly optimized pipelines for data pre-processing, model training, data post-processing, and inference, ensuring efficiency and scalability.
• Train advanced behavior prediction models, including LSTM, Transformer, and other relevant machine learning models.
• Create scalable training and evaluation tools and infrastructure to support continuous improvement and rapid iteration of behavior prediction models.
• Work closely with other engineers to integrate behavior prediction systems into the broader autonomous driving stack and conduct comprehensive system tests to ensure reliability and safety.

Job requirements

• Ph.D. with 3+ years of industry experience or Master’s degree with 5+ years of relevant industry experience
• Strong experience with machine learning, particularly in the context of behavior prediction for autonomous driving.
• Familiarity with machine learning models such as LSTM, Transformer, and other relevant architectures.
• Proficiency in programming languages such as Python and C++.
• Experience with deep learning frameworks such as TensorFlow or PyTorch.
• Familiarity with large-scale data processing and cloud computing platforms.
• Excellent problem-solving skills and ability to work collaboratively in a team environment.
• Previous experience in autonomous driving or robotics is a plus.