CSCI-736: NEURAL NETWORKS AND MACHINE LEARNING
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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