Yes, it is important to choose strong passwords and PINs even when you have turned on two-factor authentication, which adds an extra layer of security. 

It doesn't replace the need for strong passwords or PINs. Try to create a unique password or PIN for each account. Avoid repeating the same password or PIN across different accounts.