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lighthouse
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Бельгия
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SeniorГибридПолная занятость

Senior MLOps Engineer

Оценка ИИ

Отличная вакансия в быстрорастущей компании (Series C, $100M+ ARR) с современным стеком технологий. Предлагается широкий пакет льгот, включая гибкий график, медицинское страхование и пенсионные взносы, а также возможность работать над передовыми AI-продуктами.


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Сложность вакансии

ЛегкоСложно
Оценка ИИ

Роль требует глубоких знаний как в области Data Science (ML-фреймворки), так и в DevOps (GCP, GKE, Terraform). Высокая сложность обусловлена необходимостью внедрения не только классических моделей, но и Generative AI/LLM агентов в промышленную эксплуатацию.

Анализ зарплаты

Медиана85 000 €
Рынок75 000 € – 105 000 €
Оценка ИИ

Предлагаемая позиция Senior уровня в Бельгии (Гент) соответствует рыночным ожиданиям для технологических компаний такого масштаба. Учитывая недавнее финансирование Series C, компания, вероятно, предлагает зарплату по верхней границе рынка или дополняет её значительным пакетом бонусов и льгот.

Сопроводительное письмо

I am writing to express my strong interest in the Senior MLOps Engineer position at Lighthouse. With extensive experience in deploying machine learning models at scale and a deep proficiency in the Google Cloud Platform ecosystem, I am excited about the opportunity to contribute to your mission of disrupting commercial strategy for the hospitality industry. My background in building robust data pipelines with Airflow and managing production environments using GKE and VertexAI aligns perfectly with the requirements of your Data R&D team.

In my previous roles, I have successfully bridged the gap between data science and production engineering, not only by deploying classical models but also by implementing generative AI solutions. I am particularly drawn to Lighthouse's 'enablement mandate,' as I enjoy creating foundational tools that empower other engineering teams to innovate. I am confident that my technical expertise in Python, Kubernetes, and CI/CD, combined with my proactive approach to exploring AI capabilities, will allow me to make a significant impact on your platform and help scale your AI-powered features to hundreds of thousands of hotels globally.

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Присоединяйтесь к Lighthouse и станьте ключевым архитектором AI-решений в индустрии гостеприимства!

Описание вакансии

At Lighthouse, we’re on a mission to disrupt commercial strategy for the hospitality industry. Our innovative commercial platform takes the complexity out of data, empowering businesses with actionable insights, advanced pricing tools, and cutting-edge business intelligence to unlock their full revenue potential.

Backed by $370 million in series C funding and driven by an unwavering passion for growth, we’ve welcomed five companies into our journey and have surpassed $100 million in ARR in 2024. Our 850+ teammates span 35 countries and represent 34 nationalities.

At Lighthouse, we’re more than just a workplace – we’re a community. Collaborative, fun, and deeply committed, we work hard together to revolutionize the hospitality sector. Are you ready to join us and shine brighter in the industry’s most exciting rocket-ship? 🚀

What you will do

Reporting to our Director of Data Science, you will be a key player in our Data Organisation. As our new Senior MLOps Engineer, your mission is to design, build, and maintain the robust infrastructure that powers our machine learning solutions, from classical models to new LLM-powered features and AI agents. Your role has a crucial enablement mandate: you will not only serve the Data R&D team but also set up the foundations that empower other engineering teams to ship their own AI features into production, directly impacting hundreds of thousands of hotels globally.

Where you will have impact

  • Design and implement the core infrastructure for deploying and managing both classical machine learning models and generative AI systems in production.
  • Develop and maintain robust data pipelines using Airflow to ensure the timely delivery of high-quality data to our models.
  • Deploy, monitor, and optimize the performance of machine learning models on Google Cloud Platform (GCP) using tools like VertexAI and GKE.
  • Act as a force multiplier by creating foundational tools and providing guidance that enables other engineering teams to ship their own AI features.
  • Collaborate closely with our Data Scientists to continuously improve the accuracy, reliability, and scalability of our models.
  • Play a strategic role in the end-to-end delivery of Data R&D projects, from the research phase through to product implementation.
  • Stay at the forefront of MLOps technologies and best practices, sharing your knowledge to elevate the entire team.

About our team

You'll be joining the Data R&D team, a core group on a mission to maximize the power of data. We support existing solutions and drive innovation, processing billions of data points daily to unlock new value for the hospitality industry. In this role, you will work closely with a wide range of technical collaborators, including your Senior MLOps peer, our Data Science teams, the DevOps team on GCP infrastructure, the Data Platform team on data quality and pipelines, and Product Backend Engineers to guide them in building their own AI-powered features.

!Lighthouse Office Photo

What's in it for you?

  • Flexible time off: Autonomy to manage your work-life balance.
  • Career development: Workshops, frameworks, and trainings to maximize your professional potential.
  • Impactful work: Shape products relied on by 85,000+ users worldwide.
  • Mobility options: Mobility budget or company car (based on your job category).
  • Net allowance: Support for home office related expenses.
  • Vouchers: Lunch vouchers & Eco vouchers.
  • Comprehensive health insurance: Extensive coverage for you and your dependents.
  • Pension funding: Group insurance to secure your future.
  • Referral bonuses: Earn rewards for bringing in new talent.

Who you are

  • You have significant experience in an MLOps role, with a proven track record of putting machine learning models, including Generative AI, into production at scale.
  • You have strong, hands-on experience with Google Cloud Platform (GCP), particularly with services like BigQuery, VertexAI, and GKE.
  • You are highly proficient with Python and SQL.
  • You have strong experience building and maintaining data pipelines with Airflow.
  • You are familiar with common ML frameworks such as TensorFlow, PyTorch, or scikit-learn.
  • You understand CI/CD pipelines (we use GitLab CI) and model monitoring principles.
  • You are a strong communicator who can explain complex technical topics to a variety of stakeholders.
  • You are curious, open-minded, and proactive, with a passion for exploring AI's capabilities in your own development work.

We welcome

  • Experience with MLOps tools like MLflow or LLM-specific infrastructure like an Agent Development Kit (ADK).
  • Familiarity with observability tools such as Grafana.
  • A solid understanding of DevOps practices, including scripting and automation.

Technologies you will work with

Python, SQL, BigQuery, VertexAI, GKE, Cloud Run, Docker, Kubernetes, Terraform, Apache Airflow, GitLab CI/CD, Dataflow, scikit-learn, MLflow, VertexAI, ADK, Grafana.

![](https://i.imgur.com/jthbjkj.jpg)

Thank you for considering a career with Lighthouse. We are committed to fostering a diverse and inclusive workplace that values equal opportunity for all. We welcome candidates from all backgrounds, regardless of age, gender, race, religion, sexual orientation, and disability. We actively encourage applications from individuals with disabilities and are dedicated to providing reasonable accommodations throughout the recruitment process and during employment to ensure all qualified candidates can participate fully. Our commitment to equality is not just a policy; it's part of our culture.

If you share our passion for innovation and teamwork, we invite you to join us in shaping the future of the hospitality industry. At Lighthouse, our guiding light is to be an equal opportunity employer, and we encourage individuals from all walks of life to apply. Not ticking every box? No problem! We value diverse backgrounds and unique skill sets. If your experience looks a little different from what we've described, but you're passionate about what we do and are a quick learner, we'd love to hear from you.

We value the unique perspective and talents that you bring, and we're excited to see how your light can shine within our team. We can't wait to meet you and explore how we can grow and succeed together, illuminating the path towards a brighter future for the industry. #LI-Hybrid

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Навыки

  • Python
  • SQL
  • Google Cloud Platform
  • BigQuery
  • VertexAI
  • Google Kubernetes Engine
  • Docker
  • Kubernetes
  • Terraform
  • Apache Airflow
  • GitLab CI/CD
  • MLflow
  • Scikit-learn
  • TensorFlow
  • PyTorch
  • Grafana
  • Dataflow

Возможные вопросы на собеседовании

Проверка опыта работы с ключевым стеком компании (GCP) и понимания жизненного цикла модели.

Опишите ваш опыт развертывания моделей с использованием VertexAI и GKE: как вы организуете мониторинг производительности и версионирование моделей?

Вакансия предполагает работу с LLM и AI-агентами. Важно понять, как кандидат решает специфические проблемы этих технологий.

С какими основными трудностями вы сталкивались при выводе Generative AI решений в продакшн и как вы обеспечивали их надежность?

Airflow является критически важным инструментом для пайплайнов данных в этой роли.

Как вы подходите к проектированию отказоустойчивых и масштабируемых DAG в Airflow для обработки миллиардов точек данных?

Роль подразумевает создание инструментов для других команд (force multiplier).

Приведите пример, когда вы создавали внутренний инструмент или платформу, которая упростила работу другим инженерам или дата-сайентистам.

Проверка навыков автоматизации и культуры CI/CD.

Как вы интегрируете этапы тестирования и валидации данных в CI/CD пайплайны (например, в GitLab CI) для ML-проектов?

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lighthouse
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Бельгия