Experience

  1. Prediction Algorithm Engineer

    SenseTime (IAG Autonomous Driving)
    • Optimized lane-change algorithms based on trajectory smoothing to improve human-like driving behavior.
    • Deployed DTP prediction-planning joint model on vehicle platform with quantization and inference acceleration.
    • Reduced prediction computing costs via parallel computing and operator fusion.
    • Enhanced data flow and cross-module communication for autonomous driving systems.
    • Migrated prediction modules to L4 autonomous driving framework for improved stability and scalability.
  2. Prediction Algorithm Engineer

    SAIC AI Lab (formerly SAIC Motor AI Lab)
    • Implemented and optimized deep learning encoders (VectorNet, LaneGCN, GoHome) for trajectory prediction.
    • Improved trajectory continuity and computational efficiency for real-time autonomous driving.
    • Deployed and validated LaneGCN model with latency analysis and unit testing.
    • Developed short-term and lane-sequence prediction combined with HD maps.
    • Built data closed-loop pipelines for model iteration and scene classification.
  3. Robotic Perception & SLAM Intern

    Bosch China
    • Built multi-sensor fusion platform with cameras and LiDARs for SLAM calibration.
    • Tested SOTA semantic segmentation models on KITTI dataset.
    • Optimized point cloud processing using PCL and RANSAC for real-time performance.

Education

  1. MS in Automation Systems

    Technical University of Berlin
    Focused on data mining algorithms, robot path planning (RRT, A*), and reinforcement learning in robotic decision-making. GPA: 1.8.
  2. BS in Vehicle Engineering

    Tongji University
    Gained foundational knowledge in automotive mechanical & electrical systems, and automation control (PID, sliding mode, backstepping). GPA: 4.33/5.0.
Skills & Hobbies
Technical Skills
Python
PyTorch
C/C++
ROS
MATLAB/Simulink
Machine Learning
Deep Reinforcement Learning
Data Analysis & Visualization
Cloud Computing & Parallel Computing
Domain Knowledge
Autonomous Driving Prediction
SLAM & Sensor Fusion
Robotics & Path Planning
Model Deployment & Optimization
Awards
N/A (Optional to add later)
∙ Present
Languages
100%
Chinese (Mandarin) Native
80%
English Fluent
60%
German Intermediate