• Working on learning relational representations (concept learning).
• Also... more interested in transfer learning for visual reasoning and few-shot learning.
• Developed a PyTorch-based, open-source framework enabling reproducible ML research (Core Developer).
• Designed core APIs & documentation build.
•... more Added several models and datasets.
• Allowed the team to quickly iterate and build new models, all published.
Visual Question Answering:
• Re-implemented a state-of-the-art model (arxiv:1803.03067).
• Reduced training time by 10% by simplifying the architecture.
• Showed a 15pts accuracy improvement via Transfer Learning.