The Johns Hopkins University Mathematical Institute for Data Science (MINDS) is aimed at developing the mathematical theories that will hasten the analysis of the massive amounts of data being used to study everything from the inner workings of the human cell to the structure of the universe.

• Causal inference
• Contrastive learning
• Explainable AI
• Graph neural networks
• Multimodal AI
  • Vision and language
  • Visual grounding
  • Image and video captioning
• Network distillation