MIT OCW 9.40 Neural Computation Solutions

The files in this folder are the official problem set files including my solutions. Each folder corresponds to a particuar problem set. The offical pdf file in each folder includes my answers too. Other points specific to a problem set are in the corresponding folder. Happy to receive feedback !

Topics (Major Problem Sets Highlighted)

PS 1 - Diffusion, equivalent neuron circuit and Nernst potential
PS 2 - Integrate and fire and Hodgkin-Huxley models
PS 3 - Simulating 2 compartment models of dendritic and somatic inhibition
PS 4a - Analyzing Spike trains and tuning curves from neurons in the primary visual cortex
PS 4b - Estimation of spectro-temporal receptive fields (STRF) with spiketriggered averaging (STA)
PS 5 - Analyzing Epileptic vs Normal EEG signals from PFC
PS 6a - Perceptron Classification
PS 6b - Dimensionality Reduction of Motor Cortex Neurons during arm reaching task and decoding neural activity
PS 7 - Analyzing and simulating the activity of Recurrent Networks

Link to syllabus:

https://ocw.mit.edu/courses/9-40-introduction-to-neural-computation-spring-2018/pages/syllabus/