====== Module: Data Analytics (M3) ======

| **Study level**                 | Master                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ||
| **ECTS credits**                | 3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   ||
| **Study forms**                 | Hybrid or fully online                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ||
| **Module aims**                 | The key aim of the course is to familiarize the students with the most important groundbreaking information technologies used in manipulating, storing, and near-real-time analyzing of data in IoT systems.                                                                                                                                                                                                                                                                                                                                                                                                        ||
| **Pre-requirements**            | Has some understanding of IoT (passed module [[en:iot-reloaded:curriculum:general|"Introduction to IoT"]])                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          ||
| **Learning outcomes**           | After completing this course, the student:\\  - identifies challenges in Data analytics\\  - recognize main tools and frameworks for Data analytics\\  - knows what are regression, clustering, and classification models\\  - has overview of time series analysis in IoT\\  - can apply data analytics on real-life IoT use case                                                                                                                                                                                                                                                                                  ||
| **Topics**                      | __[[en:iot-reloaded:iot_data_analysis|IoT Data Analysis]]__\\ [[en:iot-reloaded:data_products_development|Data products development]]\\ [[en:iot-reloaded:data_preparation_for_data_analysis|Data preparation for data analysis]]\\ [[en:iot-reloaded:regression_models|Regression models]]\\ [[en:iot-reloaded:clustering_models|Clustering models]]\\ [[en:iot-reloaded:classification_models|Classification models]]\\ [[en:iot-reloaded:introduction_to_time_series_analysis|Introduction to time series analysis]]\\ [[en:iot-reloaded:hints_for_further_readings_on_ai|Hints for further readings on AI]]     ||
| **Type of assessment**          | Prerequisite of a positive grade is a positive evaluation of course topics and presentation of practical work results with required documentation                                                                                                                                                                                                                                                                                                                                                                                                                                                                   ||
| **Blended learning**            | Along with MOOC course in hybrid mode.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              ||
| **References to\\ literature**  | 1. M Vergin Raja Sarobin, J Ranjith, D Ashwath, K Vinithi, Smiti, V Khushi, Comparative Analysis of Various Feature Extraction Methods on IoT 2023, Procedia Computer Science (2024) Elsevier. \\ 2. Dina Fawzy, Sherin M. Moussa, Nagwa L. Badr, An IoT-based resource utilization framework using data fusion for smart environments, Internet of Things, (2023) Elsevier.                                                                                                                                                                                                                                                                                                                                                                                                                      ||
| **Lab equipment**               |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     ||
| **Virtual lab**                 |                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     ||
| **MOOC course**                 | http://edu.iot-open.eu/course/view.php?id=8                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ||