ECBM E4070 Computing with Brain Circuits
|Lecturer:||Professor Aurel A. Lazar|
|Office hours:||By appointment, Room 819 Schapiro|
|E-mail address:||aurel "at" ee.columbia.edu|
|Class Web Site:||Offered by CourseWorks|
|Day and Time:||Mondays, 7:00 PM - 9:30 PM|
|Credits for course:||3 points|
|Prerequisites||ELEN E3801 Signals and Systems or Biology W3004 Neurobiology I: Cellular and Molecular Biology plus Python programming experience or the instructor’s approval. Prior exposure to interactive computing (e.g., JupyterLab) is a plus. Background in computational neuroscience (e.g., BMEB W4020) and/or deep learning (e.g., ECBM E4040) is recommended but it is not a prerequisite.|
|Description:||The Functional Map of the Fruit Fly Brain
Modeling the brain of model organisms with an emphasis on the fruit fly. The Fruit Fly Brain Observatory. Structural modeling of the Drosophila brain using cell-type, connectome, synaptome and activity maps. Building the functional map of the fruit fly brain.
From Sensory Coding in Early Vision to Directing Movement
Molecular Transduction and Spatio-Temporal Encoding in the Early Visual System. Predictive Coding in the Drosophila Retina. Canonical Circuits in Motion Detection. The Functional Role of the Central Complex. Canonical Navigation Circuits in the Central Complex.
Olfactory Learning and Memory
Molecular Transduction and Combinatorial Encoding in the Early Olfactory System. Canonical Circuits in the Early Olfactory System. Predictive Coding in the Drosophila Antennal Lobe. The Functional Role of the Mushroom Body and the Lateral Horn. Canonical Circuits for Olfactory Learning and Memory in the Mushroom Body.
Projects in Python
|RCMD Text:|| Lectures Notes will be made available.
|Midterm exam:||Project I: TBA|
|Final Exam:||Project II: TBA|
|Grading||Midterm Project (50%) and Final Project (50%)|
|Hardware requirements:||Laptop for demos.|
|Software requirements:||Fruit Fly Brain Observatory Source Code, Installer and Launcher|