Module 4 - Unsupervised Machine Learning and Advanced Techniques for Insights
Training Provider: SINGAPORE MANAGEMENT UNIVERSITY
Course Reference: TGS-2023021283
S$720
Original: S$2,400
Save S$1,680
About This Course
This module delves into unsupervised learning techniques to uncover hidden patterns, structure, and insights in data. Participants will explore key algorithms such as clustering (e.g., K-Means, hierarchical clustering) and dimensionality reduction methods (e.g., PCA, t-SNE) to analyse complex datasets. The module also covers advanced applications such as latent space exploration and recommendation systems, providing participants with the tools to extract actionable insights. With a strong focus on practical use cases, participants will gain hands-on experience applying unsupervised learning techniques to real-world business challenges.
What You'll Learn
• Understand the concepts and workflows of unsupervised learning.
• Apply clustering algorithms to group data and uncover meaningful patterns.
• Use dimensionality reduction techniques for data visualisation and feature extraction.
• Explore advanced unsupervised learning techniques for advanced insights and recommendations.
• Implement unsupervised learning techniques to solve real-world business problems.
• Apply clustering algorithms to group data and uncover meaningful patterns.
• Use dimensionality reduction techniques for data visualisation and feature extraction.
• Explore advanced unsupervised learning techniques for advanced insights and recommendations.
• Implement unsupervised learning techniques to solve real-world business problems.
Entry Requirements
Nil
Course Details
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