Data Mining & Pattern Discovery
Uncovering hidden patterns and insights from large datasets
About This Project
This project focuses on mining large datasets, such as retail transactions or social media text, to discover hidden patterns and insights using clustering and association rule mining techniques. The project includes creating interactive visualization charts and a comprehensive analytical report.
Core Concepts
- Data mining methodologies
- Clustering algorithms (K-means, hierarchical)
- Association rule mining (Apriori algorithm)
- Text mining and sentiment analysis
- Interactive visualization techniques
- Pattern recognition and interpretation
Key Knowledge/Skills
- Data mining techniques
- Unsupervised learning algorithms
- Statistical analysis methods
- Pattern identification and validation
- Data visualization and interpretation
- Insight extraction from discovered patterns
Coursework Covered
Knowledge Discovery & Data Mining