Pickle is serializing and de-serializing of python object structure. To run it on mobile, you need to cross compile all the python dependences on required mobile platform. Better to write native code (C/C++). For SVM you can use libsvm. Sklearn also use libsvm as base, though they have written wrapper on top of it to identify decision function and parameter tuning.