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- США
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- 148 700 $ – 223 100 $
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Senior Machine Learning Engineer, Vector AI
Unity — мировой лидер в своей индустрии с прозрачной вилкой зарплаты и сложными инженерными задачами. Работа в команде Vector AI предлагает прямой вклад в ключевой бизнес-продукт компании (Ads), что гарантирует высокую значимость роли.
Сложность вакансии
Роль требует глубоких знаний в узкой нише AdTech (CTR/CVR моделирование) и опыта работы с высоконагруженными системами. Высокий порог входа обусловлен необходимостью наличия ученой степени и специфического опыта в оптимизации рекламных аукционов.
Анализ зарплаты
Предложенная вилка ($148k - $223k) полностью соответствует рыночным стандартам для Senior ML ролей в Кремниевой долине. Верхняя граница диапазона является весьма конкурентоспособной даже для топовых технологических компаний региона Маунтин-Вью.
Сопроводительное письмо
I am writing to express my strong interest in the Senior Machine Learning Engineer position within the Vector AI team at Unity. With over five years of experience in building large-scale advertising delivery systems and a deep specialization in CVR/CTR prediction models, I am confident in my ability to contribute to Unity's mission of empowering creators through sophisticated ad ranking and recommendation systems.
In my previous roles, I have successfully designed and maintained high-performance behavioral modeling systems that directly impacted revenue and user engagement. My technical background in Python and Go, combined with an advanced degree in Machine Learning, aligns perfectly with your requirements for building context-aware engagement predictions and addressing complex challenges like data drift and delayed feedback in real-time bidding environments.
I am particularly drawn to Unity because of its central role in the gaming and XR ecosystem. I am eager to apply my expertise in optimization algorithms and reinforcement learning to help the Vector team set the long-term direction for bidding strategies and deliver a superior experience for both advertisers and users.
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Откликнитесь в unity3d уже сейчас
Присоединяйтесь к команде Unity и создавайте будущее рекламных технологий мирового масштаба!
Описание вакансии
The opportunity
At Unity, we’re committed to building a culture that fosters collaboration and innovation. Within our fast-paced environment, we’re tackling complex challenges that drive meaningful impact for creators and users across our ecosystem.
Our Vector team plays a central role in this effort by developing state-of-the-art conversion rate (CVR) prediction and market price models that power our ad ranking and recommendation systems. These models help advertisers reach the right users at the right time by accurately estimating engagement and conversion likelihood. By leveraging large-scale behavioral data, creative features, and contextual signals, we continuously improve the relevance and accuracy of our predictions. This drives key outcomes such as higher user engagement, stronger conversion performance, and better return on ad spend — enabling advertisers to achieve their goals while delivering a better experience for users.
We are seeking a highly skilled Senior ML Engineer to drive state-of-the-art bidding optimization systems that enable efficient budget pacing, goal-aligned automated strategies, continual improvement through experimentation, and sustainable growth for Unity Ads.
What you'll be doing
- Design, implement, and maintain high-performance CTR and CVR prediction models that power ad ranking and recommendation systems.
- Build and refine systems for creative understanding and user behavior modeling, enabling more accurate and context-aware engagement predictions.
- Ensure model quality and reliability by continuously monitoring performance, calibrating predictions, and addressing data drift or delayed feedback.
- Actively participate and work with other leads to set the long term direction for the team, plan and oversee engineering designs and project execution.
- Effectively communicate complex technical concepts to non-engineering stakeholders.
What we're looking for
- Advanced degree (MS or Ph.D.) in Computer Science, Machine Learning, Statistics, related field, or equivalent practical experience.
- 5+ years of hands-on experience building and operating large-scale Ads delivery and optimization systems.
- 3+ years of experience building CTR/CVR systems, content understanding, or behavior modeling systems.
- Significant experience in one or more general-purpose programming languages like Python, Go, Scala, C++ or similar.
- Knowledge of metric design, experimentation methodologies, and large-scale data analysis.
You might also have
- Experience designing and productionizing optimization algorithms in an ad serving platform and/or other marketplaces.
- Experience with state-of-the-art control systems, reinforcement learning algorithms.
Additional information
- International relocation support is not available for this position.
Life at Unity
Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators.If you have a disability that means there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please fill out this form to let us know.
Pursuant to the San Francisco Fair Chance Ordinance, we will consider for employment qualified applicants with arrest and conviction records.
This position requires the incumbent to have a sufficient knowledge of English to have professional verbal and written exchanges in this language since the performance of the duties related to this position requires frequent and regular communication with colleagues and partners located worldwide and whose common language is English.
Headhunters and recruitment agencies may not submit resumes/CVs through this Web site or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.
Your privacy is important to us. Please take a moment to review ourProspect andApplicant Privacy Policies. Should you have any concerns about your privacy, please contact us at DPO@unity.com.
#SEN #LI-AR1
\Note: Certain locations require a good faith disclosure of the base salary range for the role. The actual salary for the successful candidate may differ based on location, experience, and other job-related factors.*
Gross pay salary
$148,700—$223,100 USD
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Навыки
- Data Analysis
- C++
- Python
- Machine Learning
- Statistics
- Go
- AdTech
- Scala
- Reinforcement Learning
- CTR Prediction
- CVR Prediction
Возможные вопросы на собеседовании
Вакансия сфокусирована на предсказании конверсий, где задержка сигнала является критическим фактором.
Как бы вы подошли к проблеме отложенной обратной связи (delayed feedback) при обучении CVR-моделей в реальном времени?
Unity работает с огромными объемами данных, где стабильность предсказаний жизненно важна.
Какие методы калибровки вероятностей вы считаете наиболее эффективными для моделей ранжирования рекламы и почему?
В описании упоминается интерес к обучению с подкреплением (RL).
В каких сценариях управления бюджетом (pacing) или назначения ставок вы бы предпочли использовать Reinforcement Learning вместо классических контрольных систем?
Позиция подразумевает работу с признаками креативов и поведения пользователей.
Как эффективно интегрировать неструктурированные данные (например, визуальные признаки креативов) в модель предсказания кликов для повышения её точности?
Роль Senior предполагает участие в планировании архитектуры.
Опишите ваш опыт проектирования систем мониторинга для обнаружения дрейфа данных (data drift) в продакшн-моделях. Как вы автоматизируете процесс переобучения?
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- Страна
- США
- Зарплата
- 148 700 $ – 223 100 $