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Research Engineer (Data Foundations)
Runway · United States
About The Role
Join Runway, a cutting-edge AI company, as a Research Engineer (Data Foundations). In this role, you will design datasets, run modeling experiments, and build infrastructure to generate and curate data at scale. You will directly shape the capabilities of our models, with applications ranging from creative tools to robotics. Enjoy benefits such as 100% medical, dental, and vision coverage, unlimited PTO, 401k matching, and more.
- Conception et mise en œuvre de jeux de données multimodaux et multitâches pour enseigner de nouvelles capacités aux modèles.
- Exécution d'expériences d'entraînement contrôlées pour comprendre comment la composition des données influence les performances des modèles.
- Construction et exploitation de pipelines à grande échelle pour la génération de données synthétiques, le filtrage et le contrôle de la qualité.
- Excitement about building AI that simulates the world
- Deep intuition for how data composition and quality translate to model capabilities
- Proficiency with at least one ML framework (e.g. PyTorch, JAX) and distributed compute tools (e.g. Ray, Kubernetes)
- Comfort working across the full research stack: data analysis, dataset creation, model training, evaluation, and back again
- 4+ years of experience in machine learning, bonus points for data-centric approaches
- Experience with large multimodal datasets and generative models (video, image, or multimodal)
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