They are all individual parts, so to play part 1 you need part 1, etc. Saves don't transfer over, so when you move to the next part just click Start and the game will pick up immediately where the last one ended.
As said, they're seperate. You could literally download part 3, and jump head first into the story from there (obviously not recommended, but possible).