Mount resources are rare, and the AI also happens to be terrible at keeping their units alive. So even if they do make them, they tend to die off real quickly and then they are right back to making infantry due to not having enough mounts.
Never seen them make ships... then again, that's probably for the best. I have a feeling that adding a naval factor to the game would just make things worse for them.