ดาวน์โหลดสไลด์ของหนังสือ Introduction to Data Mining ได้จาก https://www-users.cs.umn.edu/~kumar001/dmbook/index.php ครับ
มีหัวข้อดังนี้ครับ
1. Introduction.
2. Data
3. Classification: Basic Concepts and Techniques
– Basic Concepts and Decision Trees
– Model Overfitting
4. Classification: Alternative Techniques
– Rule-based Classifier
– Nearest Neighbor Classifiers
– Naïve Bayes Classifier
– Artificial Neural Networks
– Support Vector Machine
– Ensemble Methods
– Class Imbalance Problem
5. Association Analysis: Basic Concepts and Algorithms
6. Association Analysis: Advanced Concepts
7. Cluster Analysis: Basic Concepts and Algorithms
8. Cluster Analysis: Additional Issues and Algorithms
9. Anomaly Detection
10. Avoiding False Discoveries
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