Machine Learning Engineer Game Intelligence
4 days ago
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Company Description
Massive Entertainment is a world-leading AAA studio located in Malmö, Sweden and part of the Ubisoft family. We're a multinational team of more than 750 passionate and highly skilled people from 50+ different countries. Our studio's goal has always been – and still is – to craft the finest gaming experiences for all players.
At Massive, you get to do what you love most while bringing your own experience to our ongoing projects, like Tom Clancy's The Division 2, Avatar: Frontiers of Pandora, and Star Wars Outlaws. We're also developing new tech here, such as our in-house engine Snowdrop, and Ubisoft Connect - Ubisoft's digital ecosystem and distribution platform.
Job Description
We're looking for a Machine Learning Operations Engineer to join our Game Intelligence Department, to help us continue enabling advanced data processing solutions that contribute to making better games within our world-class video game studio.
As a MLOps Engineer, you'll be responsible for designing, implementing, and maintaining data pipelines and infrastructure for ML models industrialization, together with corresponding data pipelines, data analysis, and performance monitoring tooling. It includes developing solutions and tooling for monitoring ETLs, data quality, and ML models performance, as well as troubleshooting and fixing issues.
You'll collaborate with Data Scientists, Data Engineers, Game Analysts, Ubisoft tech providers teams, and IT Support, to understand the needs and propose robust, player-facing operational ML solutions that meet business requirements in a complex technical environment.
Some of the areas you'll be focusing on are:
- Supporting the game intelligence ETLs & infrastructure needs for game productions;
- Developing tools, libraries, and frameworks to enable ML-based use cases running smoothly in a production environment;
- Industrializing prototypes of advanced data processing solutions developed in the team.
We're offering a permanent position in Malmö, Sweden, with the flexibility to work partially from home (up to two days a week) under our Flexible Workplace Policy. Please apply using English, our company's primary language.
What You'll Do
- Create and maintain optimal data pipelines and ML models management solutions in an industrialized setup, in collaboration with Massive and Ubisoft data and infrastructure teams. Improve pre-existing solutions, and whenever applicable, manage their re-engineering through structured transitioning.
- Lead the assembly of large datasets and high-performance ML models from heterogeneous data sources, fulfilling business, technical, and performance constraints.
- Identify, design, implement, and maintain monitoring tools, CI/CD automation pipelines, industry-grade unit tests, or any relevant solution helping to ensure data quality, robustness, and resilience. Perform related incident investigations.
- Participate in the industrialization of prototypes developed by the team into scalable, robust solutions used by internal/external clients or applications.
- Contribute to defining the Game Intelligence dept's data and MLOps infrastructure, standards, and processes, in collaboration with other teams within the department, production teams, as well as Ubisoft-wide solutions teams.
- Work with stakeholders including the Management, Data Engineers, Analysts, and Scientists, to assist with technical issues and support infrastructure needs.
- Stay connected with ongoing trends and technologies in your area of expertise, advocating for new and reliable solutions, promoting best practices at the department level.
- Communicate in a clear way all findings, situations, and solutions to stakeholders, enabling effective decision-making.
- Contribute to the documentation of all processes, ETLs, ML models engineering, reports, and tools, within the centralized department documentation repository.
Qualifications
What you'll bring
You're motivated by how big amounts of data, efficient ML operations, and production-grade code can support pre-launch or live games, and comfortable in a variety of ML frameworks and technologies. You're interested in video games and are motivated by collaborating with a team for high-quality deliveries and support. You are curious by heart and thrive in finding new possible ways and solutions to enhance your work. You communicate efficiently and create trustful relations with your stakeholders, while focusing on production's needs.
Besides the above we're looking for someone aligned with our core values and the following skills and experience:
- Proven work experience in MLOps and data engineering, with a wide range of machine learning frameworks, and software engineering best practices.
- Proficient in Python, SQL, PySpark.
- Proficient with various cloud services and large-scale distributed architectures, examples of which are Hadoop or Spark; A 'plus' for experience with Databricks.
- Proficient with development/version control tools and IDEs such as Gitlab, VSCode, Docker, CI-CD, orchestration (Airflow), etc.
- Experience working with supervised & unsupervised ML algorithms, such as recommendation systems or clustering techniques.
- Key analytic skills and video game data domain curiosity.
- A master's degree in Computer Science, Machine Learning, Data Science, a similar field, or the equivalent work experience.
- Experience working within the game development industry, and interest or knowledge in games developed at Massive is beneficial.
Additional Information
Ubisoft's 19,000 team members, working across more than 30 countries around the world, are bound by a common mission to enrich players' lives with original and memorable gaming experiences. Their commitment and talent have brought to life many acclaimed franchises such as Assassin's Creed, Far Cry, Watch Dogs, Just Dance, Rainbow Six, and many more to come. Ubisoft is an equal opportunity employer that believes diverse backgrounds and perspectives are key to creating worlds where both players and teams can thrive and express themselves. If you are excited about solving game-changing challenges, cutting-edge technologies, and pushing the boundaries of entertainment, we invite you to join our journey and help us create the unknown.
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