CSCI-736: NEURAL NETWORKS AND MACHINE LEARNING
RIT Department of Computer Science |
Week | Topics | Homework | Reading | Special Events and Due Dates |
1 | Introduction | AI review | see mycourses | Online discussion: what is my goal in this class? |
2 | Machine learning research and innovation | Tools 1 | see mycourses | Guest lecturer on patent search |
3 | Perceptron model, introduction into learning | Tools 2 | see mycourses | |
4 | ANN supervised learning | Tools 3 | see mycourses | Assignment 1 due |
5 | MLP model | Tools 4 | see mycourses | |
6 | ANN design and development | Tools 5 | see mycourses | Project 1 due |
7 | Data preprocessing for ANN | Tools 6 | see mycourses | |
8 | RBF | Tools 7 | see mycourses | Project 2 due |
9 | Machine learning tie dependence | see mycourses | ||
10 | Hebbian learning | see mycourses | Project 3 due | |
11 | Recurrent ANN and techniques | see mycourses | ||
12 | Competetive learning, SOM | see mycourses | ||
13 | Machine learning overview | see mycourses | Project 4 due | |
14 | Hopfield networks | see mycourses | End term test | |
15 | Project and research presentations | see mycourses | Project 5 due | |
16 |
updated: Monday April 16 11:40:00 EST 2012