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Lynda - Machine Learning and AI Foundations: Clustering and Association - 645048
Lynda - Machine Learning and AI Foundations: Clustering and Association
Unsupervised learning is a type of machine learning where algorithms parse unlabeled data. The focus is not on sorting data into known categories but uncovering hidden patterns. Unsupervised learning plays a big role in modern marketing segmentation, fraud detection, and market basket analysis. This course shows how to use leading machine-learning techniques—cluster analysis, anomaly detection, and association rules—to get accurate, meaningful results from big data.


Table of Contents

  • Introduction
  • 1. What Is Cluster Analysis?
  • 2. K-Means
  • 3. Visualizing and Reporting Cluster Solutions
  • 4. Cluster Methods for Categorical Variables
  • 5. Anomaly Detection
  • 6. Association Rules and Sequence Detection
  • Conclusion
  • Lynda - Machine Learning and AI Foundations: Clustering and Association


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