A trained neural network is stored in a file. This file is called "a model". When You want to use it - either for inferencing or training or both - You need to load the model from the disk into memory. Based on the amount of "parameters" (e.g. numbers which represent the synaptic weight) the model contains, the process of loading into memory shall be or shall not be succesful ;)