Staff Machine Learning Engineer, Anomaly Detection

7 Months ago • 6 Years + • Research Development

Job Summary

Job Description

As a Staff Machine Learning Engineer in Anomaly Detection, you will lead a research team focused on developing cutting-edge technologies for automatic bug and glitch detection in game streams. You will design, implement, and optimize advanced algorithms and machine learning models to ensure high-quality player experiences. This role involves leading research initiatives, performing data analysis, collaborating with cross-functional teams, mentoring junior team members, and staying current with the latest advancements in anomaly detection and machine learning. You will also present findings to stakeholders and prototype new ideas to evaluate their performance.
Must have:
  • Master's degree in related field
  • 6+ years of experience in anomaly detection
  • Proven experience with machine learning frameworks
  • Strong understanding of data analysis and statistical modeling
  • Excellent analytical and problem-solving skills
  • Strong communication and interpersonal skills
Good to have:
  • PhD degree
  • Experience with video processing and game streaming technologies
  • Experience in areas such as QA, gameplay analysis, computer vision or video stream analysis
Perks:
  • Discretionary bonus opportunity
  • Hybrid Working
  • Private Medical Insurance
  • Dental Scheme
  • 25 days holiday per year
  • On Site Gym
  • Subsidised Café
  • Free soft drinks
  • On site bar
  • Access to cycle garage and showers

Job Details

Why PlayStation?

PlayStation isn’t just the Best Place to Play — it’s also the Best Place to Work. Today, we’re recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation®Plus, acclaimed PlayStation software titles from PlayStation Studios, and more.

PlayStation also strives to create an inclusive environment that empowers employees and embraces diversity. We welcome and encourage everyone who has a passion and curiosity for innovation, technology, and play to explore our open positions and join our growing global team.

The PlayStation brand falls under Sony Interactive Entertainment, a wholly-owned subsidiary of Sony Corporation.

At the forefront of innovation for PlayStation, the Future Technology Group is dedicated to creating immersive and unforgettable gaming experiences. As we continue to push the boundaries of technology, we are seeking a talented Principal Engineers specializing in Anomaly Detection to join our dynamic R&D team.

We are on a mission to revolutionize our QA processes by developing cutting-edge technologies that automatically detect bugs and glitches in game streams. This is a unique opportunity to contribute to a global effort in making our QA processes more efficient and effective.

As a Staff Machine Learning Engineer in Anomaly Detection, you will be the technical lead in a research team focused on advancing our anomaly detection technology, driving technical excellence and innovation. The team will design, implement, and optimize advanced algorithms and machine learning models to detect anomalies in game streams. Your expertise will help shape the future of gaming by ensuring high-quality player experiences.

What you'll be doing:

  • Anomaly Detection Development: Design, develop, and implement novel anomaly detection algorithms to automatically identify bugs and glitches in game streams.
  • Research and Innovation: Lead research initiatives in anomaly detection, contributing to the authorship of research papers and presenting at relevant conferences.
  • Data Analysis: Perform extensive data analysis and preprocessing to uncover patterns and improve detection accuracy.
  • Collaboration: Work with cross-functional teams to integrate detection technologies into production environments, ensuring scalability and performance.
  • Mentorship: Mentor and guide junior team members, fostering a culture of innovation and continuous learning.
  • Communication: Present findings to stakeholders, effectively communicating complex technical concepts to both technical and non-technical audiences.
  • Continuous Learning: Stay current with the latest research in anomaly detection, machine learning, and artificial intelligence, disseminating knowledge across the team.
  • Prototyping: Quickly prototype new ideas and technologies to evaluate their relevance and performance.
  • Inclusive Culture: Promote an inclusive and diverse work environment where every team member feels valued, respected, and empowered.

What we're looking for:

  • Education: Master's degree in Computer Science, Electrical Engineering, Statistics, Mathematics, or a related field. A PhD is a plus.
  • Principal Engineer: 6+ years of experience in anomaly detection, machine learning, or related technical fields.
  • Domain Expertise: Prior experience in anomaly detection applied to areas such as QA, gameplay analysis, computer vision or video stream analysis.
  • Proven experience with machine learning frameworks such as Python, NumPy, TensorFlow, or PyTorch.
  • Strong understanding of data analysis, signal processing, and statistical modeling.
  • Experience with video processing and understanding of game streaming technologies is a plus.
  • Problem-Solving Skills: Excellent analytical and problem-solving abilities.
  • Communication Skills: Strong ability to communicate complex technical issues effectively.
  • Interpersonal Skills: Excellent interpersonal skills with a collaborative mindset.
  • Passion for Gaming: An interest in gaming and improving the quality of player experiences.

Benefits:

  • Discretionary bonus opportunity
  • Hybrid Working (within Flexmodes)
  • Private Medical Insurance
  • Dental Scheme
  • 25 days holiday per year
  • On Site Gym
  • Subsidised Café
  • Free soft drinks
  • On site bar
  • Access to cycle garage and showers

Equal Opportunity Statement:

Sony is an Equal Opportunity Employer. All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy, maternity or parental status, trade union membership or membership in any other legally protected category.

We strive to create an inclusive environment, empower employees and embrace diversity. We encourage everyone to respond. 

PlayStation is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.

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About The Company

Want to take your career to the next level? Search open job vacancies at any of the Sony Interactive sites by visiting playstation.com/careers/


Sony Interactive Entertainment pushes the boundaries of entertainment and innovation, starting from the launch of the original PlayStation in Japan in 1994. Today, we continue to deliver innovative and thrilling experiences to a global audience through our PlayStation line of products and services that include generation-defining hardware, pioneering network services, and award-winning games. Headquartered in San Mateo, California, with global functions in California, London, and Tokyo, and game development studios around the world as part of PlayStation Studios, we believe that the power of play is borderless. Sony Interactive Entertainment is a wholly owned subsidiary of Sony Group Corporation.  


For more information about our company, please visit SonyInteractive.com. For more information about PlayStation products, please visit PlayStation.com.

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