PlayStation Global - Sr. Machine Learning Engineer
Requirements
• 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 • 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.
Responsibilities
• 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
Benefits
• 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 Group Corporation. • Discretionary bonus opportunity • Hybrid Working (within Flexmodes) • Private Medical Insurance • 25 days holiday per year • Subsidised Café • Free soft drinks • Access to cycle garage and showers • Please note, Sony Interactive Entertainment conducts background checks at the offer stage for all new employees (which may include criminal background checks for some roles) and will need to process personal information to support these checks. • Please refer to our Candidate Privacy Notice for more information about what personal information we collect, how we use it, who we share it with, and your data protection rights. • Equal Opportunity Statement:
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