The characters literally combine to mean “Great Public, Without Private.” The logic is direct and powerful: all actions are for the great, common good, with a complete absence of selfish, private considerations.
大公无私 is more than just a phrase; it's a cornerstone of Chinese moral philosophy.
This is a formal and very positive term. You will rarely hear it used casually, except perhaps with a touch of irony or exaggeration.