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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