"C:\Program Files\Python35-32\python.exe" "C:\Program Files\Python35-32\Scripts\pyinstaller-script.py" --onefile --windowed ex_btn.py
--onefile : create only exe,
--windowed : exclude the prompting CMD,
ex_btn.py : python script file.
This worked like charm.