Purely from memory, I'd head (summat like) north towards Camden, up Parkway, through Regents Park, right past the zoo, out and past Lords, down to cross the old A5 and along the canal towards Little Venice and from there, turn left near to Warwick Avenue to hit Padders from the freight depot end.
HTH .... but 'twas a long while ago!!