An experimental study on upper limb position invariant EMG signal classification using various machine learning models such as Linear regression, logistic regression, SVM, SGD etc.This paper is focused on the man-machine interfaces for proper controlling of prosthtic devices with multiple degrees of freedom.This is a research project I have done under Prof. Suman Samui.