UEH Standard Programs

Brief Course Description

1. Course Title:

Machine Learning

2. Language of Instruction:

Tiếng Việt

3. Course Code:

INF509044

4. Credits:

3

5. Course Objectives:

This course aims to equip learners with the basics of machine learning (ML) methods, as well as practice the application of ML to practical socio-economic problems. On that basics, it helps learners have the necessary knowledge and skills in data analysis using ML, can participate in research projects in the field of marketing, supply chain management, analysis finance, credit activity analysis.

6. Brief Description of Course Content:

The main content of the module includes the following chapters: 

- Chapter 1: ML Overview 

- Chapter 2: Learning to monitor with parameters 

- Chapter 3: Learning Non-Parametric Monitoring  

- Chapter 4: Unsupervised Learning with Parameters 

- Chapter 5: Non-parametric Unsupervised Learning 

- Chapter 6: Advanced ML 

- Chapter 7: Evaluation and selection of ML solutions 

- Chapter 8: Applied ML