A labor marketplace exchange (LME) computing system and method are provided. The LME computing system communicates with communications devices of service providers and service users. The LME computing system receives service provider profile data from the service providers. Service users can submit service queries to the LME computing system. Based on the parameters of the service query, service providers are identified by the LME computing system. A service request is then sent to a service provider identified by the LME computing system and selected by the service user.

A method of displaying a user interface is provided. The method includes retrieving reviews for an item and extracting indicia from the retrieved reviews. A first question is generated based on the extracted indicia. A first interactive user interface is displayed that includes the first question along with an option to provide a response that corresponds to a review of the item. A second question and an answer to the second question are generated based on the response to the first question. A second interactive user interface that includes the second question and the answer to the second question is then displayed.

Disclosed are a system and process of providing social networking purchasing processes. A method includes receiving, from a posting entity and at the social networking entity, a posting or a submission of a text, an image or a video. When the submission is associated with a product within a product catalog of the posting entity, the social networking entity presents in a newsfeed of users or otherwise on the social networking entity, the text, image or video with an associated option to buy. The option to buy might be presented through a messenger application or as the user browses the posting. When there is a correlation between the posting and the product catalog, and when the user makes a purchase of the product, the user is not transitioned away from the social networking entity. Initiating a payment process occurs within the social networking entity.

A system comprising a computer-readable storage medium storing at least one program, and a computer-implemented method for enhancing and personalizing an interactive marketplace. The systems and methods provided herein may allow a user to receive search results that are tailored to the user's personal preferences based on social and purchasing information known about the user. In addition, the systems and methods provided herein may provide shipping updates to a buyer that include a personalized message based on location information provided by the package being shipped. In addition, the systems and methods provided herein allow merchants to provide incentives and rewards for shoppers by participating in interactive shopping games.

Disclosed are methods, systems, and non-transitory computer-readable medium for dynamically assorting merchandise. For example, a method may include receiving or generating a plurality of cells defined by one or more dimensions, receiving a total number of resources for allocation to the plurality of cells, allocating the total number of resources among the plurality of cells, determining one or more stock keeping units for each cell, determining a quantity of each of the one or more stock keeping units in each cell, assigning one or more launch dates for each of the one or more stock keeping units for each cell, and stocking the one or more inventories with one or more articles corresponding to the stock keeping units in each cell, based on the determined quantity and the assigned one or more launch dates of each of the stock keeping units in each cell.

Methods and system for generating a filter interface in response to a user search are disclosed. The method includes extracting keywords from a search term, determining a plurality of filters associated with the keywords, determining a ranking for each of the plurality of filters, providing and displaying, based on the ranking, a subset of the plurality of filters as exposed filters, receiving a user selection of one of the exposed filters, in response to the second user input, applying the one of the plurality of filters and updating the ranking of the remaining of the plurality of filters, updating, to the first user, the search result, and regenerating the plurality of filters. The methods and system further includes methods to determine the ranking and filter arrangements on the user interface, and methods to update filters.

A computer-implemented method may be used to manage access to data over a network. The method may include automatically reading a first dataset to infer one or more data types of data within the first dataset and making a data product available over the network. The data product may include at least part of the first dataset. The method may further include receiving a first search query from a user specifying one or more attributes of data desired by the user. The attributes may be based on the data types. The method may further include, responsive to the first search query, identifying a first subset of the first dataset that possesses the attributes. Yet further, the method may include displaying results of the first search query for the user.

A computer-implemented method for digital product networks includes storing a usage data structure that includes usage data related to use of each digital product, a sensor data structure that includes sensor data collected from sensors related to each digital product, and a derived data structure that includes data derived from the usage data and the sensor data. The method includes generating product level data based on at least one of the usage data structure, the sensor data structure, or the derived data structure. The method includes encoding the product level data as a product level data structure configured to convey parameters indicated by the product level data across a set of digital products. The method includes writing the product level data structure to at least one of a product memory of the set of digital products or a control tower memory of a product network control tower.

A computer-implemented method for executing a quantum computing task includes providing a quantum computing system. The computer-implemented method includes receiving a request, from a quantum computing client, to execute a quantum computing task via the quantum computing system. The computer-implemented method includes executing the requested quantum computing task via the quantum computing system. The executing the requested quantum computing task includes trapping a set of ions. The computer-implemented method includes returning a response related to the executed quantum computing task to the quantum computing client.

In various example embodiments, a system and method for determining a spam publication using a spam detection system are presented. The spam detection system receives, from a device, an image of an item and an item attribute for the item. Additionally, the spam detection system extracts an image attribute based on the received image, and compares the item attribute and the image attribute. Moreover, the spam detection system calculates a confidence score based on the comparison. Furthermore, the spam detection system determines that the item attribute is incorrect based on the confidence score transgressing a predetermined threshold. In response to the determination that the item attribute is incorrect, the spam detection system causes presentation, on a display of the device, of a notification.