Yes, you will have to apply for change of use as "short-term holiday let (sui generis)". You should not have a problem but it all comes down what submission you make on :-
Parking space
Provision for rubbish bins
Number of residents
Frequency of turnover of tenants
Behaviour of tenants eg...