Instead of: "I am going to the airport for taking a flight"

Say: "I'm heading to the airport to catch a flight"

The improved version uses "catch a flight" (a common travel idiom) and "heading to" (more natural and conversational) instead of the awkward "going for taking," making it sound more fluent and native-like.