What are Features and label in ML ?

Maybe by looking at the face realising that it has a cats face and all the body structure is similar to that of other cats that you have seen in your day to day life you might have compared millions of cat images inside of your big head without even realising it and came to a conclusion that its a cat. So what ever you guys see in the terms of machine learning its called as a feature. Features are nothing but the identity traits of anything. And label is the tag given after looking at its traits. So for a machine learning algorithm the input will be the features and the output will be the label or the tag that you give based on those features.