Neural_network_lecture

Neural Network Lecture Projects.

HW1:
Implementing Discrete-neuron Perceptron and Continuous-neuron Perceptron in Single-Layer Feedforward Networks from
scratch for Classification.


HW2:
Implementing Kohonen Self-Organizing Map (SOM) Winner-takes-all and On-center, off-surround approach from scratch to do
cluster analysis of a news collection, from the BBC news website corresponding to stories in five topical areas
from 2004-2005. This dataset is a collection of 2225 news document, categorized into 5 classes of ‘business’,
‘entertainment’, ‘politics’, ‘sport’, and ‘tech’.


HW3:
Detection and Identification of Electrocardiogram Signals using Elman and NARX Recurrent Neural Networks (RNN) from
scratch.