Related skills
python deep learning machine learning knowledge distillation📋 Description
- Lead development of behavioral models for vehicles, pedestrians, and cyclists.
- Create and maintain perception attribute models that generate essential signals.
- Collaborate with Prediction and Planning teams to optimize model outputs for real-time decisions.
- Work with data labeling and ontology teams on data labeling and definitions.
- Develop auto-labeling or data mining strategies for attributes.
- Bridge perception data to autonomous decision-making.
🎯 Requirements
- MS/PhD in CS or related field with at least 7 years of relevant experience.
- Experience training and deploying Deep Learning models.
- Experience with knowledge distillation from large foundation models.
- Experience with production ML pipelines: dataset creation, training frameworks, metrics pipelines.
- Fluent in Python and strong algorithm design skills.
- Strong mathematics skills.
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