Neuroscience_Sharif_HW

Neuroscience of Learning, Memory, Cognition

HW1:

• 1 - Including Hudgkin-Huxley Model and diffrenet thnigs about it like diffrenet external stimuli, n-v plot, Firerate-I plot etc. You can check the file Report in the directory HW1 and see more with a lot of explanation.
• 2 - Leaky Integrate and Fire Neuron Model : A simple model and a real model with designing input current with poisson distribution, designing Inhibitory and Excitatory inputs etc. You can find more by checking the report in directory HW1.

HW2:

• 1 - Phase Plane and Limit Cycles
• 2 - Integrate and Fire model
• 3 - Spike-Triggered Average
• 4 - Raster Plot and PETH\PSTH
• 5 - Dynamic of SR Latch system
• 6 - Limit Cycle

HW3:

• 1 - EEG signal Pre-Processing and Processing
  • A 40 Hz auditory visual task
• 2 - Detecting apnea using EEG singal
  • Implementation based on this article.

HW4:

• 1 - Hand Written Digits Recognition
  • digit recognition using a three layer neural network
• 2 - PCA Algorithm
  • PCA on a set of points
  • Eigenfaces and Eiganvalues