Classified the activities of 30 study participants performing activities while carrying smartphone into one of the six activities performed using an 8-layer Neural Network and a combination of activation functions like Sigmoid, ReLU, Leaky ReLU for the hidden layer. Backpropagation Algorithm is used and the learning cost and percentage prediction is examined and an accuracy of 96% is achieved.