Навчання > Introduction to DATA SCIENCE (for the master’s degree program Economics and Data Analytics)

Introduction to DATA SCIENCE (for the master’s degree program Economics and Data Analytics)

Тип: Нормативний

Кафедра: статистики

Лекції

СеместрК-сть годинЛекторГрупа(и)
116доцент Марець О. Р.

Опис курсу

This course introduces students to the fundamentals of Data Science. It covers key concepts, main fields, and areas of application. Students explore the stages of the data workflow and see examples of how Data Science solves real-world problems. The course explains different data sources, types, and formats. It also covers how to store collected data and automate processes using data pipelines. Finally, students learn essential techniques for preparing data for analysis.
Therefore, the course provides an overview of the key concepts and methodology of data science, including understanding and interpreting different types of data, as well as the processes and tools needed to solve practical problems.

Course is supported by DataCamp, an interactive online learning platform focused on building data science and AI skills.

Рекомендована література

1. Lacroix H. (n.d.) Concepts, Applications, and Tools of Data Science [Interactive Course]. Datacamp. https://app.datacamp.com/learn/skill-tracks/understanding-data-topics
2. Lacroix H., Billen S., Sulmont L. (n.d.) Understanding Data Science [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-data-science
3. Rummens A., Van den Broeck M. (n.d.) Introduction to Data Literacy [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/introduction-to-data-literacy
4. Rummens A., Van den Broeck M., Ahmet J., Franklin J. (n.d.) Data Literacy Case Study: Remote Working Analysis [Project]. Datacamp. https://app.datacamp.com/learn/courses/data-literacy-case-study-remote-working-analysis

5. Smith C.E., Franklin J., Prassides I. (n.d.) Data Governance Concepts [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/data-governance-concepts
6. Bloom C., Franklin J., Rosseel C. (n.d.) Introduction to Data Quality [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/introduction-to-data-quality
7. Lewis T., Prassides I., Franklin J. (n.d.) Introduction to Data Privacy [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/introduction-to-data-privacy
8. Kurapati S., Ahmet J., Franklin J. (n.d.) Understanding GDPR [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-gdpr

9. Iván P.C., Franklin J., Xiong J. (n.d.) Understanding Artificial Intelligence [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-artificial-intelligence
10. Lacroix H., Billen S., Sulmont L. (n.d.) Understanding Machine Learning [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-machine-learning
11. Tedesco D., Peterson A., Chapman J. (n.d.) Generative AI Concepts [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/generative-ai-concepts
12. Franklin J., Xiong J. (n.d.) AI Ethics [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/ai-ethics
13. Vashist S., Donadoni F. (n.d.) Introduction to Microsoft Copilot [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/introduction-to-microsoft-copilot
14. http://www.r2d3.us/
15. https://mlu-explain.github.io/
16. Wine & Math: A model pairing. (2021). The Pudding. https://pudding.cool/2021/03/wine-model/

17. Cotton R., Sulmont L. (n.d.) Understanding Data Visualization [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-data-visualization
18. Franklin J., Miller J.T. (n.d.) Data Storytelling Concepts [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/data-storytelling-concepts
19. Gonzalez L., Franklin J., Xiong J. (n.d.) Data Storytelling Case Study: College Majors [Project]. Datacamp. https://app.datacamp.com/learn/courses/data-storytelling-case-study-college-majors
20. Martínez C., Franklin J., Xiong J., Prassides I. (n.d.) Data Storytelling Case Study: Green Businesses [Project]. Datacamp. https://app.datacamp.com/learn/courses/data-storytelling-case-study-green-businesses

21. Lacroix H., Sulmont L., Cotton R. (n.d.) Understanding Data Engineering [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-data-engineering
22. Billen S., Sulmont L. (n.d.) Understanding Cloud Computing [Interactive Course]. Datacamp. https://app.datacamp.com/learn/courses/understanding-cloud-computing

Силабус:

Завантажити силабус