machine learning engineer for game rendering

Sony Interactive Entertainment is the company behind the PlayStation brand. It delivers hardware and network services to more than 100 million people and develops entertainment experiences under the PlayStation brand.

• Develop and improve core generative models for graphics and video processing, including live video streaming and game rendering;
• Research and prototype methods for graphics and video enhancement;
• Develop data generation pipelines from generative models;
• Collaborate with team members on drafting publications and patent submissions;
• Participate in core R&D work with other teams within Sony Interactive Entertainment.

• PhD or MSc in Computer Science, Electronic Engineering, Artificial Intelligence, Machine Learning, Computer Graphics or a related field, or equivalent domain experience;
• 7+ Years of demonstrable research experience in industry or academia;
• At least 7 years of experience developing advanced applications in image, video, graphics processing or computer vision;
• Strong experience with TensorFlow or PyTorch, Python, and computer vision or graphics libraries;
• Evidence of leading technical developments through publications in top-tier conferences such as CVPR, ECCV, ICCV or SIGGRAPH;
• Knowledge of neural network architectures and advanced loss functions;
• Experience designing and testing convolutional, recurrent, transformer-based, diffusion-based or other task-specific neural network architectures;
• Experience training, validating and evaluating deep neural network models on large datasets;
• Nice to have: Publications in top-tier conferences or journals, theoretical understanding of graphics pipelines, image processing theory and methods, experience with Unreal or Unity, dataset generation, G-buffer extraction and motion vectors.

• Discretionary bonus opportunity;
• 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.