packing pre-trained SOM network ?

1) Executable files complied using matlab compiler are unable to perform network training.

2) A work around is to pre-train a network inside a Matlab save this network, and thereafter, pack it in the Executable.

3) But, in the case of executable using pattern recognition (SOM), where the dataset (training & testing) are different for each new run. Step 2 is bound to fail, as the pretrained network does not correspond to the dataset.

4) What could be the approach, or is it a wild goose chase!

I would appreciate comments and suggestions.

 Swarup