Systems and methods for responding to a subscriber's text-based request for content items are presented. In response to a request from a subscriber, word pieces are generated from the text-based terms of the request. A request embedding vector of the word pieces is obtained from a trained machine learning model. Using the request embedding vector, a set of content items, from a corpus of content items, is identified. At least some content items of the set of content items are returned to the subscriber in response to the text-based request for content items.

An information processing system includes a drawing portion that draws a display image for a terminal including one or more display media positioned in a virtual space; an acquisition portion that acquires input from a user; a state switching portion that switches, between a plurality of states, a state of the display medium; a position changing portion that changes the position of the display medium associated with one user in the virtual space, based on a first input from the one user acquired by the acquisition portion when the state of the display medium is a first state; and a viewpoint switching portion that switches a viewpoint of when the drawing portion draws the display image from a first viewpoint to a second viewpoint when the state of the display medium is switched from the first state to a second state by the state switching portion.

In one embodiment, a method includes, by a client system of a user of an online social network, sending, to one or more computing devices of the online social network, a text post inputted by the user. The text post is associated with a query. The method includes receiving, from the one or more computing devices in response to the text post, an initial recommendation list. The initial recommendation list includes references to one or more objects referenced in comments associated with one or more prior posts associated with the query. The method includes sending, to the one or more computing devices, a request for updates to the initial recommendation list. Moreover, the method includes receiving, from the one or more computing devices in response to the request, an updated recommendation list comprising references to one or more objects referenced in comments associated with the text post.

Systems and methods of virtual world interaction, operation, implementation, instantiation, creation, and other functions related to virtual worlds (note that where the term “virtual world” is used herein, it is to be understood as referring to virtual world systems, virtual environments reflecting real, simulated, fantasy, or other structures, and includes information systems that utilize interaction within a 3D environment). Various embodiments facilitate interoperation between and within virtual worlds, and may provide consistent structures for operating virtual worlds. The disclosed embodiments may further enable individuals to build new virtual worlds within a framework, and allow third party users to better interact with those worlds.

Methods, media, and systems are disclosed for creating and sharing interactive media. A set of media files are received, from which a background image is selected. A representation of the background image is displayed. A placement gesture is received having a release point on the display corresponding to placement of an interactive media icon within the background medium. Icon properties information is received regarding one or more properties of the interactive media icon. Icon placement information. A request to access the interactive media package is received from a second user.

Systems and methods of virtual world interaction, operation, implementation, instantiation, creation, and other functions related to virtual worlds (note that where the term “virtual world” is used herein, it is to be understood as referring to virtual world systems, virtual environments reflecting real, simulated, fantasy, or other structures, and includes information systems that utilize interaction within a 3D environment). Various embodiments facilitate interoperation between and within virtual worlds, and may provide consistent structures for operating virtual worlds. The disclosed embodiments may further enable individuals to build new virtual worlds within a framework, and allow third party users to better interact with those worlds.

A security platform employs a variety techniques and mechanisms to detect security related anomalies and threats in a computer network environment. The security platform is “big data” driven and employs machine learning to perform security analytics. The security platform performs user/entity behavioral analytics (UEBA) to detect the security related anomalies and threats, regardless of whether such anomalies/threats were previously known. The security platform can include both real-time and batch paths/modes for detecting anomalies and threats. By visually presenting analytical results scored with risk ratings and supporting evidence, the security platform enables network security administrators to respond to a detected anomaly or threat, and to take action promptly.

The technology described herein optimally allocates the limited computer storage on the end user device to point of interest data most likely to be used by a map application. The offline point of interest data can include first-tier, second-tier, and third-tier data about different points. The offline data can be selected based on overall usage among all people and also specially tailored for individual users interests.

Computer systems and methods of spatially-indexing agricultural content involve inputting agricultural content comprising spatial data and spatially-indexing the agricultural content by: identifying from the spatial data a set of geospatial boundaries for the agricultural content, indexing the agricultural content to the identified geospatial boundaries, cross-referencing the indexed agricultural data with a plurality of sets of geospatial boundaries for a plurality of fields, and indexing the agricultural content to one or more of the plurality of fields when the cross-referencing identifies an overlap between the geospatial boundaries of the indexed agricultural data and one or more of the geospatial boundaries of the plurality of fields.

A system and method for creating, managing, and displaying packs of 3D digital collectibles comprising a virtual, three dimensional, n-sided structure including a digital media file or set of digital media files representing an event rendered on a representation of a first surface thereof, and data relating to the event rendered on at least a second surface thereof, where the digital media file may be a video clip of the event that can be played automatically via a media player associated with the display. The system may provide a graphical user interface that displays a set of user tools to interact with the packs of 3D digital collectibles and to display the 3D digital collectibles of the packs and serially play the digital media files of the 3D digital collectibles.