Senior Machine Learning Research Engineer
Activision BlizzardAbout the role
Job Title:
Senior Machine Learning Research EngineerRequisition ID:
R025409Job Description:
Your Mission
The Data Scientist, Security Operations will develop and operationalize machine learning models as part of our Anti-Cheat efforts.
What you bring to the table
Priorities can often change in a fast-paced environment like ours, so this role includes, but is not limited to, the following responsibilities:
- Develop tools to help find, monitor, and investigate emerging threats targeting our games and our players.
- Analyze security log data from numerous heterogeneous security devices using advanced statistical techniques such as data analysis, data mining, optimization tools, and machine learning techniques and statistics.
- Build tools to automatically report on system irregularities and issues related to improper data access patterns using anomaly detection and event correlations.
- Apply technical competence and analytical capabilities to improve security efficiency and streamline/automate Security Operations processes.
- Research, educate and apply knowledge of existing and emerging cybersecurity data science principles, theories, and techniques.
- Distill complex information into actionable recommendations.
Minimum Requirements
Experience
- 8+ years of experience with Prototype-to-production engineering skills in Python, including standard processes such as source control, accurate documentation, versioning, testing, containerization, CI/CD, and task scheduling.
- Advanced analytics (statistical power analysis, significance testing, t-tests, ANOVA) and proficient SQL skills.
- Machine learning experience, i.e. regression, classification, and clustering algorithms. Time-series analysis, Bayesian methods, and survival analysis.
- Experience with cybersecurity data sets and applying machine learning techniques to aid in security and/or threat hunting.
- Engineering experience in at least one cloud platform such as AWS, GCP, or Azure.
- Basic understanding of game security, game development, and anti-cheat software.
Knowledge & Skills
- Master’s degree or equivalent work experience in Data Science, Computer Science, Mathematics, Statistics, or a related field.
- 1+ years of experience in threat intelligence, open-source intelligence, online research, fraud or anti-cheat investigations, or similar.
Extra Points
Experience
- Mobile (iOS/Android) experience.
- C# development experience.
- Deep learning experience.
- Video game enthusiasm with a solid understanding of the gameplay mechanics in Warzone.
- Experience working in Agile Scrum development environments.
- Experience with Jira or a similar technology.
Your Platform
Activision Central Tech works to support our development studios and their titles. Comprised of seven main teams, we have many specialties including big data, privacy and security, motion capture and animation pipeline technologies, graphics, build and infrastructure for studio development and data centers, optimization, systems programming and online services including matchmaking and networking. Central Tech is distributed globally with offices across the U.S., and in Canada, England, and Ireland.
Most of our teams are comprised of both engineering and research talent, allowing us to always have an eye on the future. Our dedicated engineers help with title development and provide valuable knowledge sharing between studios while our researchers are action-oriented and keep a strong connection with the needs of the game studios.
Central Tech is part of Activision. To learn more about us and our research, please visit us at https://research.activision.com/.
Our World
At Activision, we strive to create the most iconic brands in gaming and entertainment. We’re driven by our mission to deliver unrivaled gaming experiences for the world to enjoy, together. We are home to some of the most beloved entertainment franchises including Call of Duty®, Crash Bandicoot™, Tony Hawk’s™ Pro Skater™, and Guitar Hero®. As a leading worldwide developer, publisher and distributor of interactive entertainment and products, our “press start” is simple: delight hundreds of millions of players around the world with innovative, fun, thrilling, and engaging entertainment experiences.
We’re not just looking back at our decades-long legacy; we’re forging ahead to keep advancing gameplay with some of the most popular titles and sophisticated technology in the world. We have bold ambitions to crea
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