Brief Course Description
1. Course Title:
Advanced Data Science
2. Language of Instruction:
Tiếng Việt
3. Course Code:
TEC550023
4. Credits:
3
5. Course Objectives:
The objective of this course is to help students develop practical data analysis skills to solve real-world problems by collecting, managing, and analyzing data using the Python programming language and other tools. The course covers data structures, exploratory data analysis, inference, statistical modeling, machine learning, and multidimensional data analysis. Students will be trained to develop data products such as reproducible reports that effectively communicate the results of their analysis. The course also includes a real-world team data science project for an enterprise client, from project management, requirements specification, design, coding, data collection and management, testing, documentation, and presentation of results.
6. Brief Description of Course Content:
This module provides hands-on data analysis learners towards solving real-world problems through data collection, management, and analysis skills using Python and other programming languages. Module content includes an introduction to data structures, exploratory data analysis, statistical inference and modeling, machine learning, and multidimensional data analysis. Learners are trained in the necessary skills to develop data products including; Reproducible reports can be used to effectively communicate the results from data analysis. The module includes a data science project that will be done in a small team for a real client from the enterprise. This includes project management, requirements specification, design, coding, data collection and management, testing, documentation, and presentation.