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Data Analysis

The course covers modern information technologies such as OLAP, data warehouses, data mining, and artificial intelligence, and teaches students to implement management desktops for effective data visualization and decision support processes.

ILO content
ILO2: management desktop
ILO Bloom verb level
ILO5: 4
ILO context
ILO5: application of social network analysis in knowledge management
ILO content keywords
ILO5: social network analysis, vertex, arc, edge, graph, data sources, degree, density, centrality, component, betweenness, closeness, eigenvector, subnetwork, cluster, bridge, cut-vertex, br
ILO content
ILO5: network data analysis
ILO description
ILO5: analyze network datasets to support social network analysis and knowledge management
book
ILO description
ILO1: describe modern information technologies, such as OLAP, data warehouses, data mining methods , artificial intelligence methods
ILO Bloom verb level
ILO1: 2
ILO content
ILO1: Modern information technologies
ILO content keywords
ILO1: OLAP, data warehouse, data mining, artificial intelligence, manage-ment desktop
ILO context
ILO1: decision support processes
ILO description
ILO2: Implement an example management desktop
ILO Bloom verb level
ILO2: 3
ILO context
ILO2: Data visualization
ILO content keywords
ILO2: manage¬ment desktop, data visualization, Excel, pivot tables
course
data analysis
ILO description
ILO3: compare various methods and techniques used in predictive analytics, indicating their areas of application, advantages and limitations
ILO Bloom verb level
ILO3: 4
ILO content
ILO3: predictive analytics
ILO content keywords
ILO3: machine learning, linear regression, logistic regression, k-nearest neighbours, classification tree, regression tree random forest
ILO context
ILO3: predictive analytics in decision support processes
ILO description
ILO4: evaluate predictive models using selected metrics and plots
ILO Bloom verb level
ILO4: 5
ILO content
ILO4: evaluation of prediction results
ILO content keywords
ILO4: evaluation of regression models, evaluation of classification models
ILO context
ILO4: evaluation of predictive models in decision support processes
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