Gatikaiinc
Senior Behavior Prediction Engineer
Santa Clara, CA. Posted 30 months ago
The role
You will own and contribute to the architecture, design, implementation, and delivery of a multi-modal prediction system. You will develop modules to predict the movements and actions of surrounding objects to enhance autonomous vehicle decision-making.
What you will do
- Develop key modules of the behavior prediction system.
- Create and maintain software infrastructure for large-scale image and LiDAR data.
- Design and write optimized pipelines for data pre-processing, model training, data post-processing, and inference.
- Train advanced behavior prediction models including LSTM and Transformer.
- Evaluate model performance and fix performance bottlenecks.
- Create scalable training and evaluation tools and infrastructure.
- Integrate behavior prediction systems into the broader autonomous driving stack.
- Conduct comprehensive system tests to ensure reliability and safety.
Required qualifications
- 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
- Ability to work collaboratively in a team environment
Nice to have
- Previous experience in autonomous driving or robotics
About the company
Gatik is a leader in autonomous middle-mile logistics providing an autonomous transportation-as-a-service solution. The company focuses on short-haul, B2B logistics for Fortune 500 retailers using proprietary Level 4 autonomous technology.