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Canada, Montreal, QC
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Poste Chercheur·se ML en 3D générative (en apprentissage automatique/machine learning - ML)
Nous recherchons un·e chercheur·se ML passionné·e par les jeux, la créativité et la génération 3D pour rejoindre Studios Interactifs Haven. Vous serez responsable de la construction de modèles ML génératifs et d'applications qui seront utilisés par l'équipe de production. Si vous êtes enthousiaste à propos des jeux et de la façon dont la ML générative peut transformer ces expériences et la façon dont elles sont construites, ce rôle est pour vous.
Rapport
Le·la chercheur·se en ML générative 3D se rapportera au directeur du ML générative.
Responsabilités et tâches
Créer ou modifier des modèles génératifs 3D à l'usage de l'équipe de production, en particulier en ce qui concerne la conversion de 2D en 3D et la génération de matériaux sur la base de données multimodales.
Suivre l'état de l'art en matière de ML générative 3D et tenir l'équipe au courant.
Expérience et compétences requises
Compréhension approfondie des techniques de ML générative, en particulier lorsqu'elles s'appliquent à la 3D (par exemple, les modèles de diffusion ou la distillation de scores de variation).
Compréhension approfondie des représentations ML 3D telles que NeRF ou gaussian splatting
Vous êtes à l'aise avec le prototypage rapide et le hacking de modèles préexistants.
Motivation personnelle, esprit de collaboration, bonne communication.
Qualifications préférées
Expérience avec des bibliothèques de rendu différentiable telles que Nvdiffrast et Mitsuba 3
Familiarité avec les techniques de ML générative 3D telles que Dreamfusion et MVDream
Expérience avec PyTorch et CUDA
Position 3D Generative ML Researcher
We are looking for an ML Researcher passionate about games, creativity, and 3D generation to join Haven Entertainment Studios. You will be responsible for building generative ML models and applications to be used by the production team. If you are enthusiastic about games and how generative ML can transform these experiences and how they are built, this role is for you.
Reporting
The 3D Generative ML Researcher will report to the Director of Generative ML.
Responsibilities and Duties
Create or modify 3D generative models for use by the production team, especially around 2D-to-3D and material generation based on multimodal input
Follow the state of the art in 3D generative ML and keep the team up-to-date
Experience and Skills required
Deep understanding of generative ML techniques, especially as it applies to 3D (e.g. diffusion models or variation score distillation)
Deep understanding of 3D ML representations such as NeRF or gaussian splatting
Comfort with rapid prototyping and hacking pre-existing models
Self-motivated, collaborative, good communicator
Preferred Qualifications
Experience with differentiable rendering libraries such as Nvdiffrast and Mitsuba 3
Familiarity with 3D generative ML techniques such as Dreamfusion and MVDream
Experience with PyTorch and CUDA
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 or maternity, 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.
Our salary intelligence, powered by our AI algorithms, has calculated an estimated range for this position between $80,000 - $120,000 . Please note that the actual salary for this position may vary, as it is dependent on various factors including but not limited to experience, location, and market dynamics.
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