Do I need prior board game experience to enjoy these?

No. Reviewers across the boardgames subreddit consistently frame Splendor Duel and Sky Team as approachable for newcomers, while 7 Wonders Duel has a steeper learning curve but is widely cited as worth the effort. Sequence and Codenames Duet are the easiest teaches in this list.