Data Analytics, Machine Learning, and Applications in Health Care (SVI_002)
About Study Course
Objective
To acquire in-depth knowledge, abilities and skills in specific methods of mathematical statistics and latest data science for study purposes; work in a public health specialty; and to promote the learning and practical application of data science terminology.
Prerequisites
Research methodology, basic principles of statistics, mathematics (preferable) – logarithms, differentials, computer skills, health data types and elements.
Learning outcomes
1.As a result of successfully completing the study course, students:
Will recognise the terminology of time series analysis and its use;
Will be familiar with the functionality offered by Oxmetrics in time series analysis;
Will learn how to formulate, develop and deploy regression and classification models using the KNIME platform.
1.As a result of successfully completing the study course, students will be able:
- To open, create, and edit time series data in Oxmetrics;
- To correctly prepare a descriptive model of a univariate series using the Oxmetrics platform;
- To correctly prepare a descriptive model of a multivariate series using the Oxmetrics platform;
- To open and prepare data for the development of regression and classification models using the KNIME platform;
- To set up and execute regression and classification model procedures on the KNIME platform;
- To assess the validity of models using the KNIME platform;
- To identify the main factors of a model and the form of their impact on the KNIME platform;
- To explain the model deployment and monitoring practices;
- To create a description of the methods and results used.
1.As a result of successfully completing the study course, students will be able:
To correctly interpret and evaluate the use of time series models in the public health sector;
To plan, set up and evaluate regression and classification models using healthcare data.
Study course planning
| Study programme | Study semester | Program level | Study course category | Lecturers | Schedule |
|---|---|---|---|---|---|
| Digital transformation in the health care sector | 2 | Master's | Required | ||
| Digital transformation in the health care sector | 2 | Master's | Required |
