Refrigerator for providing information on item using artificial intelligence and method of operating the same
A refrigerator for providing an item guide service using artificial intelligence includes an output unit, a sensing unit configured to acquire user identification information for identifying a user, a memory configured to store a collaborative filtering model for determining an item to be used by the user, and a processor configured to recognize the user based on the acquired user identification information, predict an item to be used by the recognized user using the collaborative filtering model and output item identification information for identifying the predicted item through the output unit.
1. A refrigerator for providing an item guide service using artificial intelligence, the refrigerator comprising:
an output interface;
a sensor configured to acquire user identification information for identifying a user;
a memory configured to store a collaborative filtering model for determining a food to be used by the user; and
a processor configured to recognize the user based on the acquired user identification information, predict the food to be used by the recognized user using the collaborative filtering model and output food identification information for identifying the predicted food through the output interface,
wherein the collaborative filtering model determines the food to be used by the recognized user based on user information including an age and gender of each of a plurality of users and food usage status information including a plurality of probabilities that each of the plurality of users uses a specific food during a plurality of time periods, and
wherein each probability indicates the number of times of taking the specific food from the refrigerator during a time period based on a day.
2. The refrigerator of claim 1 , wherein the collaborative filtering model predicts a probability of using a food having no usage history in a specific time period, using the user information and the food usage status information.
3. The refrigerator of claim 1 , wherein the output interface includes a light output interface configured to output light, and
wherein the processor controls the light output interface to output the light at a location of the food when opening of a door of the refrigerator is detected.
4. The refrigerator of claim 3 , wherein the interface further includes a speaker, and
wherein the processor outputs a guide notification reporting the location of the food through the speaker.
5. The refrigerator of claim 1 , wherein the user identification information includes any one of a fingerprint, iris or voice of the user.
6. The refrigerator of claim 1 , wherein the food identification information includes one or more of a name of the food or a location of the food in the refrigerator.