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172 200 $ – 258 400 $
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SeniorВ офисеПолная занятость

Senior Machine Learning Engineer, Conversion Modeling

Оценка ИИ

Отличная вакансия в компании-лидере индустрии с прозрачным и высоким уровнем компенсации. Предлагается работа над сложными технологическими задачами с сильным социальным пакетом и акциями компании (RSU).


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Сложность вакансии

ЛегкоСложно
Оценка ИИ

Высокая сложность обусловлена требованиями к глубоким знаниям в узкой нише (Ads/CVR/CTR), наличием ученой степени и опытом работы с высоконагруженными системами более 5 лет. Роль подразумевает не только разработку, но и стратегическое влияние на развитие продукта.

Анализ зарплаты

Медиана195 000 $
Рынок160 000 $ – 270 000 $
Оценка ИИ

Предложенная зарплата ($172k - $258k) находится на верхнем уровне рыночного диапазона для Senior ML ролей в Сан-Франциско, что соответствует статусу Unity как топового работодателя. Нижняя планка выше медианы рынка, а верхняя достигает значений, характерных для Tier-1 компаний.

Сопроводительное письмо

I am writing to express my strong interest in the Senior Machine Learning Engineer position within the Vector 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 ML models that handle massive behavioral datasets, directly impacting return on ad spend and user engagement. My technical proficiency in Python and experience with experimentation methodologies align perfectly with your requirements for driving state-of-the-art bidding optimization. I am particularly excited about the opportunity to work on creative understanding and user behavior modeling at the scale that Unity provides.

I am impressed by Unity's commitment to innovation and its central role in the gaming and XR ecosystems. I look forward to the possibility of bringing my expertise in optimization algorithms and reinforcement learning to your team to help advertisers achieve their goals while enhancing the user experience.

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Составьте идеальное письмо к вакансии с ИИ-агентом

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Откликнитесь в unity3d уже сейчас

Присоединяйтесь к Unity и создавайте будущее рекламных технологий для миллионов разработчиков по всему миру!

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

Benefits

At Unity, we want our team members to thrive. We offer a wide range of benefits designed to support well-being and work-life balance.

Please note: Benefits eligibility, specific offerings, and coverage vary based on the country and employment status.

While specific benefits vary, here are some of the ways we strive to take care of our eligible team members globally: Comprehensive health, life, and disability insurance | Commute subsidy | Employee stock ownership | Competitive retirement/pension plans | Generous vacation and personal days | Support for new parents through leave and family-care programs | Office food snacks | Mental Health and Wellbeing programs and support | Employee Resource Groups | Global Employee Assistance Program | Training and development programs | Volunteering and donation matching program

Life at Unity

Unity NYSE: U] is the world’s leading game engine, powering play for more than 3 billion consumers each month. The top mobile games in the world, the most played PC indie titles, the most innovative console games, and virtually all of the top XR and Web Games are developed, deployed, and grown in Unity. Unity also enables teams across industries like automotive, manufacturing, and healthcare to design, simulate, and collaborate in 3D — closing the gap between ideas and reality. For more information, please visit [www.unity.com.

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

$172,200—$258,400 USD

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Создайте идеальное резюме с помощью ИИ-агента

Создайте идеальное резюме с помощью ИИ-агента

Навыки

  • Data Analysis
  • C++
  • Python
  • Machine Learning
  • Statistics
  • Go
  • Scala
  • Reinforcement Learning
  • Ad Tech
  • CTR Prediction
  • CVR Prediction

Возможные вопросы на собеседовании

Позиция сфокусирована на предсказании конверсии, где данные часто поступают с задержкой.

Как вы подходите к проблеме отложенной обратной связи (delayed feedback) при обучении CVR-моделей в реальном времени?

Unity работает с огромными объемами данных, где распределение признаков постоянно меняется.

Какие стратегии вы используете для мониторинга и калибровки моделей в условиях дрейфа данных (data drift) в рекламных системах?

Вакансия упоминает оптимизацию ставок и бюджетный пейсинг.

Опишите ваш опыт разработки алгоритмов управления бюджетом (pacing) или использования обучения с подкреплением (RL) в рекламных аукционах.

Для Senior-позиции важно умение работать с инфраструктурой.

Расскажите о наиболее сложной проблеме производительности, с которой вы столкнулись при деплое ML-моделей в высоконагруженный production, и как вы её решили?

Вакансия требует взаимодействия с нетехническими стейкхолдерами.

Как бы вы объяснили бизнес-заказчику влияние точности калибровки модели на итоговый ROAS рекламодателя?

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unity3d
Страна
США
Зарплата
172 200 $ – 258 400 $