Machine Learning and Data Mining

Lecture Notes

• Course Introduction (pdf, slideshare)
• Data Mining (pdf, slideshare)
• Machine Learning (pdf, slideshare)
• Data Representation (pdf, slideshare)
• Association Rules (pdf, slideshare)
• Advanced Association Rules (pdf, slideshare)
• Clustering
• Introduction (pdf, slideshare)
• Partitioning Clustering(pdf, slideshare,
  iPod)
• Hierarchical Clustering(pdf, slideshare)
• Density-based, grid-based, and model-based clustering(pdf, slideshare)
• Classification
• Introduction (pdf, slideshare)
• Decision Trees (pdf, slideshare)
• Rules(pdf, slideshare)