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Project Ideas for Bachelor of Science in Computational Neuroscience

Brain-code BS combining fMRI, PyTorch & neuromorphic chips.

🏛 Introduction

Mapping minds to machines, USC’s Computational Neuroscience majors analyze BOLD fMRI time-series in Nilearn, model spiking networks on Loihi neuromorphic boards, and compare LSTM attention with hippocampal place-cell firing. Joint seminars with Keck med-school debate FAIR neurodata (FN) and neuro-ethics. Fieldwork spans EEG VR labs to rodent optogenetics, forging graduates versed in both synapses and software stacks.

💡 Suggested Project Titles

Deep-learning decoder reconstructing viewed images from fMRI

STDP rule implementation on SpiNNaker cluster

VR maze correlating theta rhythms with navigation strategy

Graph analysis of connectome sparsity across species

Neuro-inspired RL agent solving continuous-control tasks

EEG wearable detecting microsleep in drivers via CNN

Optogenetic closed-loop feedback for seizure suppression

Neuromorphic chip benchmarking energy per synaptic op

Binaural auditory scene model for AR hearing aid

Policy brief on consumer EEG privacy standards

Calcium-imaging segmentation using UNet in PyTorch

Microstate clustering in infant sleep EEG datasets

Edge-AI inference of Parkinsonian tremor from IMU

Neuro-symbolic hybrid model for working-memory tasks

AR educational tool visualizing neuronal action potentials

University of Southern California – BS in Computational Neuroscience

Decode the brain with code that thinks fast and smart.

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