Data Science and Machine Learning (Saligrama Lab)
Faculty
Venkatesh Saligrama
Professor and Data Science Faculty Fellow
Department of Electrical and Computer Engineering
Department of Computer Science (by courtesy)
8 St. Mary's Street, Room 438, Boston University, MA 02215
srv@bu (add dot edu)
Research interests
Resource Constrained Learning
Efficient Training and Inference: Federated training for heterogenous devices and data.
Budgeted Learning: Test-time Feature Acquisition Costs
Hybrid Inference: IoT/Cloud models, Selective Classification.
Learning with Limited Supervision
Cross-Domain Adaptation
Open Set Recognition: Zero-Shot Learning, Few-Shot Learning, Meta-Learning
AI and Society
Mitigating Bias in Machine-Learned Representations
Learning and Estimation on Graphs/Networks
Subgraph Anomaly Detection, Community and Network Change Detection