6 дней назад
Perception Machine Learning Engineer - Continuous Learning
175 000 - 215 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Perception Machine Learning Engineer - Continuous Learning (Autonomous Driving/ML): Building closed-loop perception data and model improvement systems for autonomous vehicles with an accent on active learning, large-scale sensor data pipelines, and data curation. Focus on mining rare safety-critical scenarios, evaluating model regressions without ground truth, and optimizing datasets for efficient continuous training.
Location: Onsite in Mountain View, California, United States. The role description also refers to the position as hybrid.
Salary: $175,000–$215,000 USD annually, plus eligibility for an annual bonus, equity incentive plan, and company benefits.
Company
Waymo develops autonomous driving technology and the Waymo Driver for fully autonomous ride-hail and other vehicle platforms.
What you will do
- Design and scale data pipelines for mining, ingesting, and managing large volumes of fleet sensor data.
- Apply active learning to select informative data for continuous perception model improvement.
- Develop real-world model evaluation methods, regression detection, and ground-truth-free performance metrics.
- Run experiments on data balancing, subset selection, label quality, pruning, and downsampling.
- Build mining, training, and evaluation pipelines for rare and safety-critical driving scenarios.
- Use uncertainty estimates, confidence scores, and embedding analysis to identify model blind spots and guide data acquisition.
Requirements
- Bachelor’s degree in Machine Learning, Robotics, Computer Science, or a related field.
- 3+ years of professional experience in machine learning and/or computer vision.
- Hands-on production experience with active learning and large-scale ML data pipelines.
- Strong understanding of data curation, balancing, core-set selection, and sampling.
- Proficiency in Python and a deep learning framework such as PyTorch or JAX.
- Strong software engineering skills for developing robust, production-ready code.
Nice to have
- Advanced degree in Machine Learning, Robotics, or Computer Science.
- Publications at top-tier machine learning, computer vision, or robotics conferences and journals.
- Experience with C++.
- Experience building data-centric infrastructure from the ground up.
Culture & Benefits
- Work on perception systems for autonomous driving and large-scale real-world sensor data.
- Collaborate with researchers and operations teams across the model development lifecycle.
- Eligibility for a discretionary annual bonus program and equity incentive plan.
- Generous company benefits program, subject to eligibility requirements.
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