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The task of recognizing handwritten numerals, using a classifier, has great importance. This paper applies the technique of Radial Basis Function for handwritten numeral recognition of Devanagari Script. Lot of work has been done on Devanagari numeral recognition using different techniques for increasing the accuracy of recognition. Since the database is not globally created, firstly we created the database by implementing preprocessing on the set of training data. Then by the use of Principaldoi:10.14569/ijacsa.2011.020521 fatcat:2q6hd3eqxvaq5e4afxtczlusi4