Data Mining, Map-Reduce and the New Software Stack, Finding Similar Items, Mining Data Streams, Link Analysis, Frequent Itemsets, Clustering, Advertising on the Web, Recommendation Systems, Mining Social-Network Graphs, Dimensionality Reduction, Large-Scale Machine Learning