Topics in Data Science
- Introduction to data mining
- Data Clustering
- Classical Clustering algorithms, like K-means and HAC algorithm
- Massive data clustering
- Bradley, Fayyad, and Reina algorithm
- Clustering Using Representatives algorithm
- Related linear algebra tools
- Dimensionality reduction methods, like PCA, SVD and CUR