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From-scratch derivation of artifical neural network for simulated neuron activity classification

Tentative Schedule

Week 1. Biophysical and reduced neuronal models (6/2)
Tasks: Construct Izhikevich neuron model

Week 2. Parameter search and optimization methodologies (6/8)
Tasks: Build random parameter search procedure

Week 3. Iterative simulations in series and in parallel (6/15)
Tasks: Simulate large number of Izhikevich neuron models in spiking and bursting activity regimes

Week 4. Features of neural activity (6/22)
Tasks: Compute features of generated neural activity

Week 5. Mathematics of artifical neural network (ANN) model (6/29)
Tasks: Derive mathematical model of ANN

Week 6. Mathematics of ANN model supervised learning procedure (7/6)
Tasks: Derive mathematical representation of supervised learning procedure

Week 7. Computational mathematics and linear algebra (7/13)
Tasks: Implement mathematical model of ANN computationally

Week 8. Computational mathematics and linear algebra cont’d (7/20)
Tasks: Continue computational implementation of mathematical ANN model

Week 9. EXTRA TIME (7/27)

Week 10. EXTRA TIME (8/3)

Week 11. EXTRA TIME (8/10)

NOTE: Simulated data not included in repo

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