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LGBIO2072-2020

Outline for the tutorials

TP1 - 2 hours

  • Implement the LIF
  • Try different input currents

-> Looking at one neuron is good but how can we try to understand behaviour based on a large amount of neurons .

TP2 - 2 hours

  • Computes the firing rate + ISI (and histograms)
  • Produce Raster plots Goal: Learn how to compute firing rates and ISI intervals on real data Be able to produce and interpret raster plots

TP3 - 2 hours

  • Interpret and understand the differential equations representing our system with 2 population of neurons
  • Discretize and implement the equations
  • Add input current to the system
  • Decision making: Speed and accuracy tradeoff
  • Winner takes all Goal: How to interpret firing rates of a large number of neurons.

TP4 - 2 hours + kickoff project

  • Model formulation
  • Cost function
  • Control
  • Kalman

Goal: Have the intuition for the LQG and kick off for the project

To open this in colab :

Run View
Tutorial 1 Open In Colab View the notebook
Tutorial 1 - Solutions Open In Colab View the notebook
Tutorial 2 Open In Colab View the notebook
Tutorial 2 - Solutions Open In Colab View the notebook
Tutorial 3 Open In Colab View the notebook
Tutorial 3 - Solutions Open In Colab View the notebook

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