- Страна
- США
- Зарплата
- 204 000 $ – 259 000 $
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Product Manager, Perception ML Foundations
Исключительная возможность работать в лидирующей компании в сфере автономного вождения с конкурентной зарплатой и сложными технологическими вызовами. Высокий уровень влияния на продукт и работу с передовыми ML-технологиями.
Сложность вакансии
Высокая сложность обусловлена необходимостью глубоких технических знаний в области ML-инфраструктуры, больших данных и специфики автономного вождения. Роль требует баланса между стратегическим управлением продуктом и пониманием сложных инженерных процессов.
Анализ зарплаты
Предлагаемая зарплата ($204k - $259k) находится на верхнем уровне рынка для Senior/Staff Product Manager ролей в Кремниевой долине, особенно в узкоспециализированных областях вроде ML Infrastructure. Она полностью соответствует или даже превосходит средние показатели для топовых технологических компаний.
Сопроводительное письмо
I am writing to express my strong interest in the Product Manager, Perception ML Foundations position at Waymo. With a solid background in technical product management and a deep understanding of machine learning workflows, I am eager to contribute to Waymo's mission of building the world's most experienced driver. My experience in managing complex data pipelines and scaling technical products aligns perfectly with your need for someone to champion the roadmap for Perception ML training workflows.
In my previous roles, I have successfully translated the needs of ML engineers into robust platform requirements, focusing on data quality and development velocity. I am particularly drawn to Waymo's ambitious vision and the opportunity to work on large-scale data mining and transformer model training. I am confident that my analytical skills and collaborative approach will help drive the Perception ML team forward and enhance the performance of your onboard models.
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Откликнитесь в waymo уже сейчас
Присоединяйтесь к Waymo, чтобы создавать фундамент для будущего автономного вождения и масштабировать ML-технологии мирового уровня!
Описание вакансии
Waymo is an autonomous driving technology company with the mission to be the world's most trusted driver. Since its start as the Google Self-Driving Car Project in 2009, Waymo has focused on building the Waymo Driver—The World's Most Experienced Driver™—to improve access to mobility while saving thousands of lives now lost to traffic crashes. The Waymo Driver powers Waymo’s fully autonomous ride-hail service and can also be applied to a range of vehicle platforms and product use cases. The Waymo Driver has provided over ten million rider-only trips, enabled by its experience autonomously driving over 100 million miles on public roads and tens of billions in simulation across 15+ U.S. states.
Waymo’s Product Management Team is a mission-driven team responsible for writing and enacting first-of-their-kind playbooks to bring fully autonomous driving technology to market. Our team develops simple solutions for complex problems by orchestrating cross-functional efforts to safely drive Waymo’s technology and the products it enables forward. We do this by understanding the customer, the business, and the technology. We are humble about the scope of our work, collaborative in our approach to problem-solving, and ambitious about our vision for the future.
This role follows a hybrid work schedule and reports and you will report to a Director of Product Management.
You will:
- Define and champion the product vision, strategy, and roadmap for Perception ML Training workflows, focusing on data extraction, data transformation and preparation, and intelligent data mining and selection for large model training and evaluation
- Deeply understand the needs, pain points, and opportunities of Perception ML engineers and researchers, translating these insights into clear platform requirements, features, and priorities
- Lead the end-to-end product lifecycle for key platform components, from ideation and requirements definition through launch and iteration, ensuring a seamless experience for our internal users
- Drive initiatives to demonstrably accelerate ML model development velocity, improve data quality and accessibility, and ultimately enhance onboard model performance through platform innovations
- Collaborate closely with world-class Engineering, Research, and ML Platform teams to deliver impactful solutions, define and track success metrics, and ensure tight alignment with Waymo's overall goals
You have:
- A Bachelor's degree in a technical field such as Computer Science, Mathematics, or Engineering, or equivalent practical experience
- 4+ years of Product Management experience, with a proven track record of defining, launching, and scaling complex technical products
- A strong understanding of machine learning workflows, data pipelines, and the common challenges faced in developing and deploying ML models at scale
- Demonstrated ability to translate complex user needs and technical details into clear product specifications and to partner effectively with engineering teams on execution
- Excellent problem-solving, analytical, communication, and interpersonal skills, with the ability to influence and align cross-functional teams and stakeholders
We prefer:
- Hands-on experience with large-scale data infrastructure (e.g. data lakes, feature stores), distributed data mining and processing frameworks, and large transformer model training workflows
- Direct product management experience with advanced data mining/sampling techniques and training dataset curation
- Familiarity with concepts in active learning, semi-supervised learning, outlier detection, or hard example mining
- Experience in the autonomous vehicles industry, robotics, or other domains with complex safety-critical real-world AI/ML applications
The expected base salary range for this full-time position across US locations is listed below. Actual starting pay will be based on job-related factors, including exact work location, experience, relevant training and education, and skill level. Your recruiter can share more about the specific salary range for the role location or, if the role can be performed remote, the specific salary range for your preferred location, during the hiring process.
Waymo employees are also eligible to participate in Waymo’s discretionary annual bonus program, equity incentive plan, and generous Company benefits program, subject to eligibility requirements.
Salary Range
$204,000—$259,000 USD
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Навыки
- Product Management
- Machine Learning
- Distributed Systems
- Data Infrastructure
- Computer Science
- Data Mining
- Data Pipelines Training
- Transformer Models
- Active Learning
Возможные вопросы на собеседовании
Проверка понимания специфики работы с данными для обучения моделей восприятия.
Как бы вы приоритизировали разработку инструментов для интеллектуального майнинга данных по сравнению с инструментами для автоматической разметки?
Оценка способности работать с внутренними пользователями (ML-инженерами).
Опишите ваш подход к выявлению болевых точек в рабочих процессах ML-исследователей и их превращению в требования к платформе.
Проверка технических знаний в области современных архитектур.
С какими основными проблемами масштабирования данных вы сталкивались при подготовке датасетов для обучения больших трансформерных моделей?
Оценка навыков измерения успеха в инфраструктурных продуктах.
Какие метрики вы бы использовали для оценки эффективности платформы подготовки данных для ML?
Проверка умения работать в критически важных для безопасности областях.
Как вы учитываете требования безопасности и надежности при разработке инструментов для обучения моделей в беспилотных автомобилях?
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- Страна
- США
- Зарплата
- 204 000 $ – 259 000 $