Abstract: An online system receives a search query from a client device associated with a user and queries a database including item data for a set of items matching the query, in which the set of items is at a retailer location associated with a retailer type and each item is associated with an item category. For each item of the set, a machine learning model is applied to predict a probability of conversion for the user and item and a score is computed based on an expected value, in which the expected value is based on a value associated with the item and the probability. The score for each item is boosted based on the item category, retailer type, or a user segment that is based on the user's historical order data. The items are ranked based on the boosted scores and the ranking is sent to the client device.

Abstract: Guest-to-host virtual networking can include linking a virtual entity proxy to a network adapter of a host machine through a virtual bridge. In response to a request that starts a guest running on the host machine, the guest can be configured to point to the virtual entity proxy and to communicatively couple to a network through the virtual entity proxy linked to the network adapter of the host machine. The virtual entity proxy can be bound to the network, such that the virtual entity proxy intermediates communications between the guest and one or more other guests running on one or more different host machines that are also communicatively coupled to the network.

Abstract: Guest-to-host virtual networking can include linking a virtual entity proxy to a network adapter of a host machine through a virtual bridge. In response to a request that starts a guest running on the host machine, the guest can be configured to point to the virtual entity proxy and to communicatively couple to a network through the virtual entity proxy linked to the network adapter of the host machine. The virtual entity proxy can be bound to the network, such that the virtual entity proxy intermediates communications between the guest and one or more other guests running on one or more different host machines that are also communicatively coupled to the network.