Abstract: Described herein are techniques for presenting a graphical user interface with an improved content carousel for presenting a set of content items (e.g., images, photos, video clips, content/page links) in accordance with configuration settings set by an end-user. The content carousel may, for example, select content and present content in a manner that is consistent with the configuration settings established by the end-user, thereby giving the end-user confidence to invoke the content carousel in a variety of scenarios where content carousels might not traditionally be deployed.

Abstract: A method for ranking items may include determining a purchaseability score for each item of a specified type based on a number of impressions of the respective item provided to users during a time period, a quantity of the respective item purchased by the users, and a quantity of the respective item added to shopping carts of the users. The method may further include ranking the items based on the purchaseability scores, generating item feed data indicating an ordering of the items based on the rankings, and providing the item feed data to a user device. The user's device may display a scrollable feed of item panels corresponding to the items, with the item panels ordered according to the ordering of the corresponding items.

Abstract: Techniques to provide contextual content are disclosed. In various embodiments, a set of topics inferred programmatically from a corpus of raw content data is obtained. An input is received. A topic with which the input is associated is determined, based at least in part on the input and the set of topics. A contextual content associated with the topic is provided.

Abstract: A method for ranking items may include determining a purchaseability score for each item of a specified type based on a number of impressions of the respective item provided to users during a time period, a quantity of the respective item purchased by the users, and a quantity of the respective item added to shopping carts of the users. The method may further include ranking the items based on the purchaseability scores, generating item feed data indicating an ordering of the items based on the rankings, and providing the item feed data to a user device. The user's device may display a scrollable feed of item panels corresponding to the items, with the item panels ordered according to the ordering of the corresponding items.

Abstract: A method for ranking items may include determining a purchaseability score for each item of a specified type based on a number of impressions of the respective item provided to users during a time period, a quantity of the respective item purchased by the users, and a quantity of the respective item added to shopping carts of the users. The method may further include ranking the items based on the purchaseability scores, generating item feed data indicating an ordering of the items based on the rankings, and providing the item feed data to a user device. The user's device may display a scrollable feed of item panels corresponding to the items, with the item panels ordered according to the ordering of the corresponding items.

Abstract: Systems and techniques for rating items are provided. A method for providing item ratings may include obtaining predicted ratings for the item, and providing a set of ratings for the item including user-provided ratings and the predicted ratings.