Brief Course Description
1. Course Title:
Statistical Learning
2. Language of Instruction:
Vietnamese
3. Course Code:
MAT508137
4. Credits:
3
5. Course Objectives:
• Provide foundational knowledge of statistical learning, including Principal Component Analysis (PCA), Cluster Analysis, and basic models in statistical learning.
• Provide statistical knowledge and methods for comparing and selecting among different models to ensure effectiveness.
• Develop data analysis skills related to applications in economics and business.
6. Brief Description of Course Content:
The Statistical Learning course provides learners with methods and models for analyzing data related to economic, business applications based on the foundation of statistical learning, primarily focusing on methods such as Principal Component Analysis (PCA), Decision Tree models, Cluster Analysis, and several statistical techniques such as bagging, random forest, and boosting. The course also includes content on methods for testing, comparing, selecting, and combining models.