9.641: Neural Networks
Spring 2005
Problem Sets
Late submission policy: Any
homework submitted after class on the due date will be subject to a
20-point deduction per 24 hour period. Extensions should be requested
at least 3 days in advance and will only be granted for exceptional
reasons (eg conference submission).
From here you can access the Problem Sets when they become
available:
- Problem Set 1. Integrate-and-fire neurons (Postscript, PDF). Due Feb 10.
- Problem Set 2. Perceptrons and linear networks (Postscript, PDF). Due Feb. 17.
- Problem Set 3. Nonlinear networks (Postscript, PDF). Due Feb. 24.
- Problem Set 4. Lyapunov functions (Postscript, PDF). Due Mar. 3.
- Problem Set 5. Nonlinear network theory again (Postscript, PDF). Due Mar. 10.
- Problem Set 6. Deconvolution and Antisymmetric networks (Postscript, PDF). Due Apr. 8.
telescope.mat
- Problem Set 7. Models of Associative Memory (Postscript, PDF). Due Apr. 14.
- Problem Set 8. PCA, k-means and Ring network (Postscript, PDF). Due Apr. 21.
faces.mat, kmeans.mat
- Problem Set 9. Delta Rule and Gradient Descent (Postscript, PDF). Due Apr. 28.
ps9faces.mat, perceptron_delta.m, mnistabridged.mat
- Problem Set 10. Backpropagation and trajectory learning (Postscript, PDF). Due May 5.
ps9faces.mat, mnistabridged.mat