Catalyst films can be prepared using various techniques such as chemical vapor deposition (CVD), physical vapor deposition (PVD), and electrodeposition. Each method offers unique advantages and is chosen based on the desired film properties and substrate compatibility. For instance, CVD allows for uniform coating over complex shapes, while PVD is suitable for high-purity films.