The Repo consists of the implementation of the various market basket analysis, a classic Data-Mining Problem. These are the various algorithms used: a)Basic Apriori Algorithm b)Partitioning based algorithm (Apriori extension). c)Hash-based algorithm (Apriori extension). d)Transaction-reduction algorithm (Apriori extension). e)Dynamic-Itemset Counting Algorithm.