Abstract: Techniques are described for capturing an image of a physical object, and presenting the image in an augmented reality (AR) user interface (UI) with an overlay that includes context information regarding physical object in the image. An application running on a portable computing device receives an object image captured using the device camera. The application, and/or a remote service, analyzes the image to identify the object. Context data describing the object is determined and presented through the application's AR UI. The AR UI can also provide a real time communication session in which the user interacts with a service representative or bot to discuss a loan to purchase the object. Implementations also provide points to the user for taking out a loan to purchase a product, such points redeemable for discounts on future purchases. Point data for the user can be stored on a distributed ledger network.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for a medical recommendation platform are disclosed. In one aspect, a method includes the actions of receiving an image of food and a blood glucose level of a user. The actions include providing the image of the food as an input to a food classification model to generate data indicating nutritional content of the food. The actions include receiving the data indicating the nutritional content of the food. The actions include providing the data indicating the nutritional content of the food and the blood glucose level of the user as an input to a medication recommendation model to generate data indicating an insulin dosage. The actions include receiving the data indicating the insulin dosage. The actions include providing, for output, instructions for the user to take the insulin dosage upon consuming the food.

Abstract: Techniques are described for capturing an image of a physical object, and presenting the image in an augmented reality (AR) user interface (UI) with an overlay that includes context information regarding physical object in the image. An application running on a portable computing device receives an object image captured using the device camera. The application, and/or a remote service, analyzes the image to identify the object. Context data describing the object is determined and presented through the application's AR UI. The AR UI can also provide a real time communication session in which the user interacts with a service representative or bot to discuss a loan to purchase the object. Implementations also provide points to the user for taking out a loan to purchase a product, such points redeemable for discounts on future purchases. Point data for the user can be stored on a distributed ledger network.