TL;DR: If all you need is a fast cryptographic digest, SHA-2 is still the gold standard. If you care about length-extension attacks, SHA-3's construction prevents them. If you're hashing passwords, you should use a KDF instead.
[1]: https://www.imperialviolet.org/2017/05/31/skipsha3.html