This is the course material for CSE 5526: Neural Network at Ohio State University, as taught by Michael Mandel in Fall 2014.
| Date | Subject | Slides | Reading | Due |
|---|---|---|---|---|
| 2014/08/28 | Introduction & McCulloch-Pitts networks | 01a-intro | Intro.1-6 | |
| 2014/09/02 | Perceptrons | 01b-perceptron | 1.1-3, 1.5, 1.7 | |
| 2014/09/04 | Perceptrons | 01b-perceptron | 1.1-3, 1.5, 1.7 | |
| 2014/09/09 | Regression & Least Mean Square algorithm | 02-regression | 2.1-5,9; 3.1-5,10-14 | hw1 |
| 2014/09/11 | Regression & Least Mean Square algorithm | 02-regression | 2.1-5,9; 3.1-5,10-14 | |
| 2014/09/16 | Multilayer perceptrons | 03-mlp | 4.1-8 | hw2 |
| 2014/09/18 | Multilayer perceptrons | 03-mlp | 4.1-8 | |
| 2014/09/23 | Multilayer perceptrons | 03b-trainTest | 4.11-13,17,20 | |
| 2014/09/25 | Multilayer perceptrons | 03c-mlpTips | 4.11-13,17,20 | |
| 2014/09/30 | Radial basis function networks | 04-rbf | 2.7; 5.1-4 | proj1 |
| 2014/10/2 | Radial basis function networks | 04-rbf | 2.7; 5.1-4 | |
| 2014/10/7 | Review so far | 04b-review | ||
| 2014/10/09 | In-class practice test | midtermPractice | proj2 | |
| 2014/10/14 | Midterm | midterm | ||
| 2014/10/16 | Support vector machines | 05a-svm1 | 6.1-3 | |
| 2014/10/21 | Support vector machines | 05b-svm2 | 6.4-7,11 | |
| 2014/10/23 | Support vector machines | 05c-svmKernels 05d-svmNonsep | 6.1-3 | |
| 2014/10/28 | Unsupervised learning & self-organization | 06-unsupervised | 9.1-5,11 | hw3 |
| 2014/10/30 | In class exercises | 06b-inClassProblems | ||
| 2014/11/04 | Hopfield networks | 07-hopfieldNet | 13.7-8 | |
| 2014/11/06 | Guest lecture by Jihun Hamm on Optimization | 07b-optimization | ||
| 2014/11/11 | Veterans day, no class | |||
| 2014/11/13 | Hopfield networks | 07-hopfieldNet | proj3 (data) | |
| 2014/11/18 | Stochastic methods & Boltzmann machines | 11.1-2,5-7 | ||
| 2014/11/20 | Stochastic methods & Boltzmann machines | 08-boltzmannMachine | 11.1-2,5-7 | |
| 2014/11/25 | Deep networks | 09-dbn | 11.8 | hw4 |
| 2014/11/27 | Thanksgiving, no class | |||
| 2014/12/02 | Deep networks | 09-dbn | 11.9 | |
| 2014/12/04 | Catch up, review, current topics | 10-review2 | ||
| 2014/12/09 | Catch up, review, current topics | 10-review2 | hw5 |