Machine Generated Recommendation and Notification Models

A method comprising:

• detecting an association of a user profile with an image depicting an item;
• determining at least one characteristic of the item depicted in the image;
• identifying at least one different image depicting a different item that shares the at least one characteristic;
• extracting metadata from the at least one different image and conducting a search for images using the metadata;
• and
• causing presentation of a result of the search at a client device associated with the user profile.

A system comprising:

• one or more processors;
• and
• a computer readable storage medium having instructions stored thereon that are executable by the one or more processors to perform operations comprising:
• detecting an association of a user profile with an image depicting an item;
• determining at least one characteristic of the item depicted in the image;
• calibrating the user profile using the at least one characteristic;
• identifying at least one different image based on the calibrated user profile;
• and
• presenting the at least one different image at a client device associated with the user profile.