In this paper, the authors propose huge data mining techniques have been used for mining useful pattern. Text mining can be used to extract the large database or datasets from the document or paragraph. The text mining is used on existing term-based approach and produces the problem of polysemy and synonymy. The frequent pattern based approach performs better than the term-based ones, but sometime this experiment is not working. This paper includes the process of pattern deploying and pattern evolving and improves the effectiveness of discovering patterns for finding useful information