Is fast-learner hyphenated

Yes, "fast learner" is typically hyphenated when used as a compound adjective before a noun, as in "fast-learning student." However, when used as a noun on its own, it is usually not hyphenated, as in "She is a fast learner." The hyphen helps clarify that the two Words work together to modify the noun.