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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 context
ILO2: Data visualization
ILO context
ILO4: evaluation of predictive models in decision support processes
ILO content keywords
ILO4: evaluation of regression models, evaluation of classification models
ILO content
ILO4: evaluation of prediction results
ILO Bloom verb level
5
ILO description
ILO4: evaluate predictive models using selected metrics and plots
ILO context
ILO3: predictive analytics in decision support processes
ILO content keywords
ILO3: machine learning, linear regression, logistic regression, k-nearest neighbours, classification tree, regression tree random forest
ILO content
ILO3: predictive analytics
ILO Bloom verb level
4
ILO description
ILO3: compare various methods and techniques used in predictive analytics, indicating their areas of application, advantages and limitations
course
data analysis
ILO content keywords
ILO2: manage¬ment desktop, data visualization, Excel, pivot tables
ILO content
ILO2: management desktop
ILO Bloom verb level
3
ILO description
ILO2: Implement an example management desktop
ILO context
ILO1: decision support processes
ILO content keywords
ILO1: OLAP, data warehouse, data mining, artificial intelligence, manage-ment desktop
ILO content
ILO1: Modern information technologies
ILO Bloom verb level
2
ILO description
ILO1: describe modern information technologies, such as OLAP, data warehouses, data mining methods , artificial intelligence methods
book
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