'in praise of ' someone or something means doing something to express admiration or commendation or to describe someone's attributes with respect and honor.
Some examples :
"He delivered a strong speech in praise of the enterprise."
" The director spoke in praise of his staff."
It could mean also offering words of homage as an act of worship in particular as in :
" They sang a hymn in praise of God."