In may training matrix, most of the features are continuous, but I have several symbolic features.
I want to use neural network.
Do I need to convert these features to the numbers or is there any better way to do that?
by symbolic, you mean discrete features (instead of continuous). For all discrete features, make them into one-hot coded symbols, or you can use an nn.Embedding and learn an embedding for each discrete feature.