NUS-EE5904-Neural-Networks

Perceptron, MLP,Newton's method; RBFN etc

HW1

Some basic foundation of mathematics

HW2

Q1. Rosenbrock's Valley Problem

• SGD
• Newton's Method

Q2. Function Approximation

• MLP fitting application

Q3. Scene Classification

• MLP classification application

HW3

Q1. Function Approximation with RBFN

• RBFN

Q2. Handwritten Digits Classification using RBFN

• RBFN application

Q3. Self-Organizing Map

• SOM