About the Role
Sony AI's Deep Generative Modeling (DGM) team focuses on deep learning fundamentals and their applications for Sony's business. This role offers opportunities to develop cutting-edge, large-scale AI models through internal collaborations, with potential applications in film, game, and music production worldwide.
Responsibilities
- Conduct novel and advanced research with internal members.
- Implement innovative ideas through internal collaborations.
- Research efficient and/or scalable training/sampling of deep generative models.
- Develop technologies for safe deep generative models, including memorization mitigation/detection, concept erasing, and training data attribution.
- Explore representation learning frameworks for multimodal generative models.
- Publish research outcomes as academic papers.
Requirements
- Strong technical background in machine learning and deep learning.
- Experience developing novel models or algorithms and reporting results as published papers.
- Excellent analytical and programming skills for large-scale deep learning.
- Experience with research communities, including publishing papers at conferences (e.g., NeurIPS, ICLR, ICML, CVPR).
- Strong communication and presentation skills.
- At least one professional reference with contact information will be requested prior to the interview.
Skills
- Machine learning
- Deep learning
- Generative models
- Representation learning
- Computer vision
- Natural language processing
- Audio processing
Location
- Tokyo
Work Type
- Internship
- English-speaking environment
Experience Level
- Research Intern
About the Company
- Sony AI's Deep Generative Modeling (DGM) team delves into deep learning fundamentals and their practical applications for integration with Sony's business.
