The popularity of audio classification is immensely increasing both in academics and industries. Audio classification is also gaining large popularity in pattern recognition and artificial intelligence. Audio features like STE, ZCR and MFCC are extracted. Classification is done using PNN classifier. We measure the performance using parameters like precision, nor-malized mutual information (NMI), F-Score, entropy, sensitivity, specificity, and accuracy