Applied Scientist (Perception Modeling, Autonomous Driving)
Мэтч & Сопровод
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Описание вакансии
TL;DR
Applied Scientist / MLE (Perception Modeling): Apply machine learning techniques to build multi-modal sensor fusion architectures and spatial-temporal representation learners for object detection, tracking, occupancy, and semantic segmentation with an accent on scalable large model training and optimization. Focus on developing distributed fine-tuning methods, pre-training recipes, and evaluation metrics for production systems.
Location: Onsite in Mountain View or San Francisco, California
Salary: $170,000—$216,000 USD
Company
Autonomous driving technology company with the Driver powering fully autonomous ride-hail services across multiple U.S. states.
What you will do
- Apply ML techniques to build multi-modal sensor fusion and spatial-temporal learners for object detection, tracking, occupancy, semantic segmentation, and road understanding.
- Develop scalable recipes for large data and model training on Alphabet’s compute infrastructure, including pre-training and post-training methods.
- Create distributed fine-tuning methods enabling multiple developers to improve models without regressions against production systems.
- Develop and maintain model evaluation recipes and metrics for pre-trained and fine-tuned models.
Requirements
- Bachelor’s in Computer Science or equivalent deep learning experience.
- 3+ years experience in Machine Learning and/or Computer Vision.
- Experience with Python.
- Experience with ML frameworks like PyTorch or JAX.
Nice to have
- MS or PhD in Machine Learning, Robotics, or Computer Science.
- Publications at top-tier conferences (CVPR, ICCV, NeurIPS, etc.).
- Experience with C++.
Culture & Benefits
- Hybrid role reporting to a Technical Lead Manager.
- Access to millions of miles of driving data from diverse sensors.
- Discretionary annual bonus, equity incentive plan, and generous benefits.
- Collaboration with research teams at Alphabet.
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