1 час назад
Senior/Staff Behavior Prediction Engineer (Autonomous Driving)
170 000 - 250 000$
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Senior/Staff Behavior Prediction Engineer (Autonomous Driving): Building and shipping a multi-modal behavior prediction system for autonomous vehicles with an accent on large-scale image and LiDAR data, machine learning models, and scalable training infrastructure. Focus on designing optimized preprocessing and inference pipelines, training LSTM and Transformer models, and integrating prediction systems into the autonomous driving stack for safe and reliable operation.
Location: Onsite 5 days a week at the Santa Clara, California office
Salary: $170,000–$250,000 annually
Company
develops Level 4 autonomous transportation technology for short-haul, B2B middle-mile logistics and deploys autonomous trucks for commercial freight delivery.
What you will do
- Develop behavior prediction modules that forecast the movements and actions of surrounding objects for autonomous vehicle decision-making.
- Build and maintain software infrastructure for large-scale image and LiDAR data used in machine learning.
- Design optimized, scalable pipelines for data preprocessing, model training, post-processing, and inference.
- Train and evaluate LSTM, Transformer, and other behavior prediction models, addressing performance bottlenecks.
- Create scalable training and evaluation tools to support rapid model iteration.
- Integrate prediction systems into the autonomous driving stack and conduct system testing for reliability and safety.
Requirements
- Ph.D. with 3+ years of industry experience or a Master's degree with 5+ years of relevant industry experience.
- Strong machine learning experience, particularly behavior prediction for autonomous driving.
- Familiarity with LSTM, Transformer, and related machine learning architectures.
- Proficiency in Python and C++.
- Experience with TensorFlow or PyTorch, large-scale data processing, and cloud computing platforms.
- Strong problem-solving and collaboration skills.
Nice to have
- Previous experience in autonomous driving or robotics.
Culture & Benefits
- Collaborative, respectful, and agile working environment.
- Opportunity to contribute to supply-chain resilience and sustainability through autonomous transportation.
- Commitment to diversity, inclusion, and professional growth.
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