At a Glance
- Tasks: Develop cutting-edge ML models for game rendering and live streaming.
- Company: Join Sony Interactive Entertainment, the powerhouse behind PlayStation.
- Benefits: Enjoy hybrid working, private medical insurance, and 25 days holiday.
- Other info: Collaborative environment with opportunities for research publications and patents.
- Why this job: Be part of a legacy of innovation and redefine gaming experiences.
- Qualifications: PhD or MSc in relevant fields with 5+ years of industry experience.
The predicted salary is between 70000 - 90000 £ per year.
Why Sony Interactive Entertainment? Sony Interactive Entertainment isn’t just the Best Place to Play — it’s also the Best Place to Work. Sony Interactive Entertainment (SIE) is the company behind the PlayStation brand. As a subsidiary of Sony Group Corporation, we’re part of a proud legacy of innovation and excellence. SIE is a dynamic technology company, delivering cutting‑edge hardware and network services to more than 100 million people and an entertainment leader, home to some of the most beloved and recognizable intellectual properties (IP) in the world. Our role at SIE is to create and nurture the experiences under the PlayStation brand, a name synonymous with entertainment excellence and creativity.
Role Description: We are looking for an independent, dedicated Senior ML Engineer to join the Visual Computing Group (VCG) and contribute to redefining the world of game play and live streaming via advanced R&D. VCG’s mission is to design and deploy advanced neural networks and machine learning (ML) for game rendering and streaming systems of SIE that exceed the state‑of‑the‑art in runtime efficiency, visual quality and latency.
What you’ll be doing:
- Develop and improve core generative models for graphics and video processing for a variety of applications, such as live video streaming, game rendering, etc.
- Research and prototyping of new methods for graphics or video enhancement, and data generation pipelines from generative models.
- Collaborate with team members on drafting publications and patent submissions.
- Participate and assist the team in core R&D work with other teams within Sony Interactive Entertainment.
What we’re looking for:
- PhD or MSc in Computer Science, Electronic Engineering, Artificial Intelligence, Machine Learning, Computer Graphics or a related field, or equivalent skills evidenced by work experience in the specific domain of the post.
- 5+ years of experience in demonstrable research experience in industry or academia.
- Strong background in TensorFlow or PyTorch; Python and packages/libraries related to computer vision or graphics; evidenced by the development of advanced applications in image/video/graphics processing or computer vision (minimum of 3 years of experience for ML engineer, minimum 5 years for Senior ML engineer).
- Evidence of leading technical developments by at least 1 research publication in a top‑tier conference like CVPR, ECCV, ICCV, SIGGRAPH or similar.
- Solid background in one or more of the following: (i) neural network architectures, evidenced (for example) by knowledge of how to formulate and test advanced loss functions in neural network design; (ii) design and test of advanced convolutional, recurrent, transformer‑based, diffusion‑based or other neural network architectures in a task‑specific manner; (iii) some experience in training, validation and evaluation of deep neural network models on large datasets, evidenced by experience in using Python libraries like HDF5 or similar.
Desired qualifications:
- Publications, e.g. in top‑tier conferences and journals: IEEE Transactions on Image Processing, IEEE Transactions on Circuits and Systems for Video Technology, conferences like IEEE CVPR/ICCV/ECCV, NeurIPS, ICML, ICLR, or similar.
- Some theoretical understanding of the graphics pipeline, including coordinate transformations between frames of reference, PBR materials, rasterization, lighting, and ray tracing.
- Experience in image processing theory and methods, evidenced by the development of practical designs in this area.
- Some experience with 3D engines such as Unreal or Unity; in particular, generation of datasets, extraction of G‑buffers, motion vectors, etc.
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.
Background checks will be conducted at the offer stage for all new employees. 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. Sony Interactive Entertainment is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.
Sr. Machine Learning Engineer employer: PlayStation
At Sony Interactive Entertainment, we pride ourselves on being not only the Best Place to Play but also the Best Place to Work. Our dynamic work culture fosters innovation and creativity, offering employees opportunities for growth through cutting-edge projects in machine learning and visual computing. With benefits like hybrid working, private medical insurance, and a supportive environment that values diversity, SIE is an exceptional employer for those looking to make a meaningful impact in the gaming industry.
StudySmarter Expert Advice🤫
We think this is how you could land Sr. Machine Learning Engineer
✨Tip Number 1
Network like a pro! Reach out to current or former employees at Sony Interactive Entertainment on LinkedIn. A friendly chat can give you insider info and maybe even a referral, which can really boost your chances.
✨Tip Number 2
Show off your skills! Prepare a portfolio showcasing your projects related to machine learning and graphics. Having tangible examples of your work can make you stand out during interviews.
✨Tip Number 3
Practice makes perfect! Get ready for technical interviews by brushing up on your ML concepts and coding skills. Use platforms like LeetCode or HackerRank to sharpen your problem-solving abilities.
✨Tip Number 4
Apply through our website! It’s the best way to ensure your application gets seen. Plus, it shows you’re genuinely interested in joining the team at Sony Interactive Entertainment.
We think you need these skills to ace Sr. Machine Learning Engineer
Some tips for your application 🫡
Tailor Your CV:Make sure your CV is tailored to the role of Senior ML Engineer. Highlight your experience with TensorFlow or PyTorch, and any relevant projects that showcase your skills in machine learning and computer graphics.
Craft a Compelling Cover Letter:Your cover letter should tell us why you’re passionate about working at Sony Interactive Entertainment. Share specific examples of your work that align with our mission to redefine game play and live streaming.
Showcase Your Research:If you've got publications or patents, don’t hold back! Mention them in your application to demonstrate your expertise and contributions to the field. We love seeing candidates who are actively pushing the boundaries of technology.
Apply Through Our Website:We encourage you to apply directly through our website. It’s the best way for us to receive your application and ensures you’re considered for the role. Plus, it’s super easy!
How to prepare for a job interview at PlayStation
✨Know Your Stuff
Make sure you brush up on your knowledge of machine learning frameworks like TensorFlow and PyTorch. Be ready to discuss your experience with generative models and any relevant projects you've worked on. This is your chance to showcase your expertise!
✨Showcase Your Research
Prepare to talk about your research publications, especially those in top-tier conferences. Highlight your contributions and how they relate to the role at Sony Interactive Entertainment. This will demonstrate your commitment to advancing the field and your ability to lead technical developments.
✨Collaborate and Communicate
Since the role involves collaboration, think of examples where you've successfully worked in a team. Be ready to discuss how you communicate complex ideas to non-technical stakeholders. This shows that you can bridge the gap between technical and non-technical team members.
✨Understand the Graphics Pipeline
Familiarise yourself with the graphics pipeline and concepts like PBR materials and ray tracing. Being able to discuss these topics will show that you have a solid theoretical understanding, which is crucial for the role in the Visual Computing Group.