Brief Course Description
1. Course Title:
Machine learning for design
2. Language of Instruction:
Tiếng Việt
3. Course Code:
MED548190
4. Credits:
3
5. Course Objectives:
The module aims to equip students with basic knowledge of machine learning (ML) methods. Besides, students also have the opportunity to practice practical skills and apply ML to solve real-world problems. On that basis, students have the ability to combine knowledge and skills in ML to participate in projects or undertake data analysis jobs in the fields of marketing, supply chain management, credit financing, …
6. Brief Description of Course Content:
The main content of the module includes the following chapters:
- Chapter 1: Overview of ML
- Chapter 2: Supervised learning with parameters
- Chapter 3: Non-parametric supervised learning
- Chapter 4: Unsupervised learning with parameters
- Chapter 5: Non-parametric unsupervised learning
- Chapter 6: Advanced ML
- Chapter 7: Evaluate and select ML solutions
- Chapter 8: Applied ML in Design