not れんしゅ it is 練習（れんしゅう） You have to add "う"

Yes, that is correct. 練習 would be how it would look like in kanji. 練習したいです = I want to practice.

練習　「れんしゅ」is the noun - practice. It is a する　verb, so れんしゅする　means to practice.