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Perl Scripts for Science and Engineering
Practical Data Mining with Perl
Introduction to Perl
Introduction to Perl
Using Perl modules
Using modules from CPAN
Working with Arrays
References
Clustering
K-means Clustering
Fuzzy K-means Clustering
Hierarchical Clustering ('bottom up' approach)
Hierarchical Clustering ('top down' approach)
Search Keywords Analysis Using K-means Clustering Algorithm
Document Clustering with Perl Script
The Pre-processing Steps for Text Document Mining with Perl
Quiz
Classification
Document Classification Using Naive Bayes Classifier with Perl
Naive Bayes Classification with Perl
Classification with Perl Module from CPAN
Probabilistic Classification
Support Vector Machines (SVM)
The Kernel Trick
SVM Implementation
SVM Implementation - More Practical Example
References
Practical Neural Net Programming with Perl
AI::NeuralNet::BackProp Module and prediction with it
Bidirectional Associative Memory
General Regression Neural Networks
References
Time Series Analysis
Applying the Haar Wavelet Transform for Time Series Analysis
Inverse Haar Wavelet Transform
Matrix Math for Haar Wavelet Transform
Online Links to Resources About Wavelet
Feature Selection
Feature Selection Using Expected Entropy Loss: Perl Script
Perl Script for Feature Selection
References
Quiz
Course survey
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