Answer
The song "In Too Deep" is featured on the album "All Killer No Filler" by Sum 41. This album was released in 2001 and is considered one of the band's most successful albums, selling over 10 million copies worldwide. The album features several other popular songs, including "Fat Lip," "Motivation," and "Handle This."