This error has something to do with the link of Linedin.com
I have included the social network links in a PHP include (social-icons.php) and when I try to use HTML standard character like & it doesn't change the validation.
Here is the validation errors on W3C: http://validator.w3.org/check?uri=http://sneakyrascal.com/theyeastdiet/
Actually if you change all the &
with &
the website will be validated. Please note the ;
after &
(in your example you didn't write it).