| ASSIGNMENTS | SUPPORTING FILES |
|---|---|
| Problem Set 1: Integrate-and-Fire Neurons (PDF) | |
| Problem Set 2: Perceptrons and Linear Networks (PDF) | |
| Problem Set 3: Nonlinear Networks (PDF) | |
| Problem Set 4: Lyapunov Functions (PDF) | |
| Problem Set 5: Nonlinear Network Theory Again (PDF) | |
| Problem Set 6: Deconvolution and Antisymmetric Networks (PDF) | telescope.mat (MAT) |
| Problem Set 7: Models of Associative Memory (PDF) | |
| Problem Set 8: PCA, k-means, and Ring Network (PDF) | faces.mat (MAT) kmeans.mat (MAT) |
| Problem Set 9: Delta Rule and Gradient Descent (PDF) | ps9faces.mat (MAT) perceptron_delta.m (M) mnistabridged.mat (MAT) |
| Problem Set 10: Backpropagation, and Trajectory Learning (PDF) | ps9faces.mat (MAT) mnistabridged.mat (MAT) |