What is the recommended RAM and how much hard drive space does Ubuntu need?

To install Ubuntu you should have at least 32MB of RAM.

You should have space on your hard disk to create a new disk partition of at least 1.8 GB for a standard Ubuntu desktop system, or at least 350 MB for a minimal custom installation.