System Analysis And Design By Elias M Awad Pdf Download

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Ezra Lees

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Jan 25, 2024, 12:43:16 AM1/25/24

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In the literature it is possible to find all kinds of educational software developed for different engineering courses related to data analysis and machine learning. In (Carrasco Fernández, 2012), the authors present an educational software developed using the MATLAB GUIDE tool. This software allows engineering students gain knowledge about data sets via the exploratory data analysis (EDA). This application includes models like clustering algorithms and self-organizing maps. However, does not include multilayer perceptrons. In (Deperlioglu, 2011) an educational tool to work with different kinds of neural network models is presented. The developed tool includes MLP, LVQ and SOM models. The design of the models was done visually and interactively but, in contrast to the proposed application in this chapter, confusion matrix or sensitivity-specificity histograms are not shown in the results. Moreover, in (Marković, 2014) a software system developed to support the teaching of Intelligent Systems is presented. The tool includes decision trees (ID3), clustering (kmeans), Naive Bayes, and perceptron models. In works (Ugur, 2010; Hwang, 2003; García Roselló, 2003; Zatarain, 2011) similar applications are presented.