Machine Learning in Neuroscience

Catalog description

(same as CMP_SC 8580 ). Basics of neuronal and network dynamics including spikes and communication between regions, including via competing hypotheses. Machine learning fundamentals including linear, logistic and artificial neural network mappings. Integration of data-driven and theory-driven models, with emphasis on insights into neuroscience via XAI approaches. Software automation in neuroscience including python notebooks and cyberinfrastructure tools for interacting with repositories and HPC resources. Graded on A-F basis only. Credit Hour s : 3 Prerequisites: ECE 4590 / CMP_SC 4590 or consent of instructor