Introduction
n Important Tasks in Data Mining
q Clustering
n Grouping together of “similar” objects
q Classification
n Labelling new objects given an existing grouping
q Matrix Approximations
n Reducing dimensionality (SVD, PCA, NNMF,…..)
n Obstacles
q High Dimensionality
q Sparsity
q Noise
n Need for robust and scalable algorithms