Computational Intelligence

Applied Math & Computer Science Lab

Online Free Courses

Bookstore

Perl Scripts for Science and Engineering

Practical Neural Net Programming with Perl

Introduction to Perl

Introduction to Perl

Using Perl modules

Using modules from CPAN

Working with Arrays

References

Quiz

Neural Net Programming with AI::NeuralNet::BackProp

AI::NeuralNet::BackProp Module and prediction with it

AI::NeuralNet::BackProp Module - another example

AI::NeuralNet::BackProp Module - perl source code

Neural Net Programming with AI::NeuralNet::Mesh Module

Using AI::NeuralNet::Mesh Module

Script Source Code

Improvements to Neural Net Coding

Source Code with Improvements

Training Process Optimization

Bidirectional Associative Memory and General Regression Neural Net

Bidirectional Associative Memory

General Regression Neural Networks

RGNN for Time Series Prediction

Using Several RGNN for Better Accuracy

Using RGNN for Multi Time Series

Scaling of Input Data

References

Data Preprocessing

Differencing

Variable Scaling

Digital Filtering

Digital Filtering-Some Notes

Adaptive Resonance Theory

ART 1

ART 1 Implementation

Resources

Perceptron Neural Net Programming

Perceptron

Perceptron and Text Classification

Kohonen Neural Network SOM

Self-Organizing Map (SOM)

Creating the Document Term Matrix for Text Mining with NN

One Dimensional Kohonen Maps

Text Mining with Kohonen Neural Net

Converting the Document to VCM (Vector Space Model)

Text Mining with Kohonen Neural Net (Combining All Scripts)

Using R and Kohonen Package for Self-Organizing Maps

Prediction Time Series with Kohonen NN (Part 1)

Prediction Time Series with Kohonen NN (Part 2)

Time Series Analysis with Two Dimensional Kohonen Neural Net

Two Dimensional Kohonen Neural Net

Recurrent Neural Network

Recurrent Neural Network - Introduction

Learning Algorithm for Recurrent Neural Net

Source Code for Recurrent Neural Net

Recurrent Connection in Recurrent Neural Net (RNN)

Quiz

Course survey

List of Best Books on Neural Net

Practical Neural Net Programming with Perl

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