Text Mining is an area where the goal is to discover and extract information such as relations and patterns that are hidden in the Text. The main objective of this paper is to get a deeper knowledge of the text mining techniques and text classification methods used in text mining. This paper describes different methods and algorithms used in text mining like text preprocessing, vector-space model Information- Retrieval and TF-IDF