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Dynamic Prediction Systems using Graph Neural Networks
Term:
Fall
Department:
16: Aeronautics and Astronautics
Faculty Supervisor:
Edward Crawley
Faculty email:
crawley@mit.edu
Apply by:
ASAP
Contact:
Juan Jose Garau Luis, garau@mit.edu
Project Description
This project consists in implementing and evaluating a Dynamic Prediction System concept that uses Graph Neural Networks (GNNs). We have a special interest in understanding the level of cognition GNNs can acquire and this project would help our Ph.D. student to attempt this. During the first phase of the project, the UROP student will design and implement a GNN to address a specific prediction task. During the second phase, the model will be refined to improve its generalizability on additional prediction tasks.
Pre-requisites
Ideal candidates would have strong programming skills, existing knowledge and implementation experience with Machine Learning, and demonstrated research autonomy.