Data Analytics Electives: 2023/24, undergraduate studies, full-time

List of courses - Winter semester, 2025/26 See additional information
Subject	Number of hours	ECTS points	Form of verification	Mandatory
Course details ECTS points: 3 Mandatory: Obligatory group	total contact hours: 15	3	Credit with grade	Obligatory group
student chooses courses (electives) for the number of ECTS indicated in their program
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details laboratory: 30 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 30	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details laboratory: 30 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 30	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
CRYPTOGRAPHY METHODS AND TECHNIQUES Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details laboratory: 30 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 30	3	Credit with grade	Elective
Course details laboratory: 30 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 30	3	Credit with grade	Elective
Course details laboratory: 45 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 45	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details laboratory: 45 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	laboratory: 45	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade laboratory: 30 h Form of verification: Credit ECTS points: 3 Mandatory: Elective	lecture: 15 laboratory: 30	3	Credit with grade Credit	Elective
Course details ECTS points: 3 Mandatory: Obligatory group	lecture: 15	3	Credit with grade	Obligatory group
student chooses courses (electives) for the number of ECTS indicated in their program
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Course details lecture: 15 h Form of verification: Credit with grade ECTS points: 3 Mandatory: Elective	lecture: 15	3	Credit with grade	Elective
Sum	30	6

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number of ECTS credits required to complete within electives and electives in English indiicated in the following programs: Analityka gospodarcza, Informatyka, Informatyka i ekonometria

Major Data Analytics Electives

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