Abstract: A device may receive CNF data identifying a CNF to be deployed in a network. The device may perform multiple levels of validation associated with deploying the CNF. The device may determine, based on performing the multiple levels of validation, whether one or more issues are associated with deploying the CNF in the network. The one or more issues may include one or more of: a connectivity issue, a package issue, a network functions virtualization orchestrator (NFVO) issue, or a network functions virtualization infrastructure (NFVI) issue. The device may perform one or more actions based on determining whether the one or more issues are associated with the deploying the CNF in the network.

Abstract: Aspects of the disclosure relate to training a machine learning model to continuously sustain security assessment protocols on vendor computing devices. In some embodiments, a machine learning engine may analyze vendor compliance data from previous security assessments, compliance requirements for security gaps that are commonly reported during security assessments, and enterprise security requirements. A security assessment platform may generate and transmit, to a vendor computing device, a plurality of security assessment surveys and instructions for completing a security assessment survey. The machine learning engine may analyze the responses provided on the completed security assessment survey. The security assessment platform may transmit either a notification of compliance or a notification of non-compliance to the enterprise organization.

Abstract: Embodiments are described herein that involve a computing device initiating playback of a particular media item on a media playback system that is registered to a particular account of a social media service. The computing device may query the social media service for one or more accounts of the social media service that are registered to respective media playback systems that have played the particular media item on at least a threshold number of occasions and have not yet been connected to the particular account of the social media service within the social network. The computing device may receive the queried one or more accounts of the social media service and cause a graphical interface to display one or more respective selectable indications of the received one or more accounts of the social media service.

Abstract: Examples described herein involve switching between two user accounts of a streaming media service. In an example implementation, a playback device stores data representing credentials for multiple user accounts including a first user account of a first streaming audio service and a second user account of the first streaming audio service. The playback device receives instructions to play first audio content from the first streaming audio service and plays back the first audio content by streaming data representing the first audio content from one or more servers of the first streaming audio service using credentials of the first user account. The playback device detects a trigger associated with the first user account of the first streaming audio service and switches from streaming data representing the first audio content using credentials of the first user account to streaming data representing the first audio content using credentials of the second user account.

Abstract: This disclosure concerns systems and methods for tracking participation in meetings and managing conference rooms. A participation object may be used. The participation object may include an intended participation status and real-time participation status for each invitee to a meeting. The intended participation statuses may indicate whether each invitee intends to participate in the meeting and how each invitee intends to participate in the meeting. The intended participation statuses may be updated based on responses to meeting invitations. The real-time participation statuses may indicate whether each invitee is currently participating in the meeting and how each invitee is currently participating in the meeting. The real-time participation statuses may be updated based on check-ins. The check-ins may be received close to a start time of the meeting and during the meeting. The participation object may also include a meeting summary. The meeting summary may summarize participation in the meeting.

Abstract: A computer-implemented method for optimizing machine-learned models by non-decomposable objectives with improved performance includes obtaining data indicative of a plurality of machine-learned model parameters and at least one threshold comprising a machine-learned model; initializing an initial plurality of machine-learned model parameters and an initial at least one threshold such that the initial plurality of machine-learned model parameters and the initial at least one threshold satisfy a constraint function; determining a gradient of an objective function with respect to the plurality of machine-learned model parameters at a current optimization step based at least in part on an implicit function of the at least one threshold as a function of the plurality of machine-learned model parameters; and updating the plurality of machine-learned model parameters and the at least one threshold based at least in part on the gradient.

Abstract: The disclosure provides an optical apparatus, comprising: a source of wavelength tunable laser light or a broad band partially coherent light source, a first beam splitter receiving the light and directing a part of the light to a sample arm as illumination light and another part of the light to a reference arm as reference light, the sample arm comprising: means for directing the illumination light via a first beam splitter as a light spot to a sample, wherein an image of the light spot is reflected from the sample, a focus tunable optics receiving the image of the light spot from the sample after being transmitted through the first beam splitter and focusing the image to a detection plane, wherein a photodetector unit is adapted for receiving the recombined light from the sample arm and the reference arm.

Abstract: A system and a computer-implemented method for viewing at least one robotic process automation (RPA) workflow using a web based user interface are disclosed herein. The computer-implemented method includes accessing the web based user interface and identifying the at least one RPA workflow for viewing. The computer-implemented method further includes generating, using a workflow object model component, a workflow diagram for the identified at least one RPA workflow. The computer-implemented method further includes rendering, using a web based visualization engine component, the generated workflow diagram for the identified at least one RPA workflow and displaying the rendered workflow diagram for viewing of the at least one RPA workflow on the web based user interface.

Abstract: A network device is configured to (i) play back a media item indicated by a remote playback queue provided by a cloud-based computing system, (ii) receive an indication that a playback device is available for playback, (iii) display a now playing screen including (a) information identifying the media item, and (b) an icon that indicates that the network device is not in a connected state with any other network device, (iv) receive a first input selecting the icon, (v) in response to the first input, display a list of one or more available network devices including the playback device, (vi) receive a second input selecting the playback device from the list (vii) after receiving the second input, update the list to indicate that the playback device is selected for playback of the remote playback queue, and (viii) transfer playback of the remote playback queue from the network device to the playback device.

Abstract: A first connection state may be entered on a computing device. While the computing device is in the first connection state, actions taken on a playlist on the computing device may be applied to the playlist and not applied to a playback queue associated with a zone. An input may be received via the computing device, indicating a selection of the zone. In response to receiving the input, a second connection state may be entered. Entering the second connection state may comprise establishing a connected state between the computing device and the one or more playback devices. While the connected state is established, one or more actions taken on the playlist on the computing device may be applied to the playlist and transmitted, in a message to the zone over a network. The one or more actions may be one or more corresponding actions applied to the playback queue.

Abstract: Systems and methods of the present disclosure are directed to a computer-implemented method. The method can include obtaining a first image depicting a first object and a second image depicting a second object, wherein the first object comprises a first feature set and the second object comprises a second feature set. The method can include processing the first image with a machine-learned image transformation model comprising a plurality of model channels to obtain a first channel mapping indicative of a mapping between the plurality of model channels and the first feature set. The method can include processing the second image with the model to obtain a second channel mapping indicative of a mapping between the plurality of model channels and the second feature set. The method can include generating an interpolation vector for a selected feature.

Abstract: Systems and methods for three-dimensional fluorescence polarization excitation that generates maps of positions and orientation of fluorescent molecules in three or more dimensions are disclosed.

Abstract: A multimedia controller for controlling and displaying zones in a multi-zone system is provided. In one example the controller provides a user interface for multiple zones of a media playback system comprising multiple playback devices. The controller identifies respective states associated with each zone of the multiple zones and detects an input to display a list of the multiple zones. In response to detecting the input, the controller determines an order of the multiple zones within the list of the multiple zones and displays, via the user interface, the list of the multiple zones, wherein the list of the multiple zones identifies each zone of the multiple zones in the determined order.

Abstract: Systems and methods include, responsive to a Wi-Fi client device providing a password for a zone of a Wi-Fi network, determining a status of the Wi-Fi client device; when the status is unknown, placing the client device in a holding area associated with the zone, wherein the client device is connected to the Wi-Fi network while in the holding area and has restricted access that is less than full access to the zone in an allowed zone; responsive to placing the client device in the holding area, causing a notification to an administrator that the client device is in the holding area; and with the client device in the holding area, one of moving the Wi-Fi client device to the allowed area, moving the client device to a rejected area for the zone, and leaving the client device in the holding zone, based on any input or lack thereof.

Abstract: Embodiments are described herein that involve a computing device initiating playback of a particular media item on a media playback system that is registered to a particular account of a social media service. The computing device may query the social media service for one or more accounts of the social media service that are registered to respective media playback systems that have played the particular media item on at least a threshold number of occasions and have not yet been connected to the particular account of the social media service within the social network. The computing device may receive the queried one or more accounts of the social media service and cause a graphical interface to display one or more respective selectable indications of the received one or more accounts of the social media service.

Abstract: An example implementation involves a playback device receiving a request to add continuous automated streaming audio content to a playback queue, the request indicating a playback start time, and the playback queue indicating a plurality of audio content. The implementation further involves the playback device adding the continuous automated streaming audio content to the playback queue. The example implementation also involves the playback device determining that a duration until the playback start time is less than a duration of the given audio content before playing a given audio content in the playback queue. The example implementation involves the playback device responsively, playing the continuous automated streaming audio content.

Abstract: In some examples, a system may include a processing resource and a memory resource. The memory resource may store machine-readable instructions to cause the processing resource to create a migration plan, defining characteristics of a migration of an application from a native computing data center to a computing cloud of a plurality of distinct candidate computing clouds, based on: a first migration constraint for the application determined from an analysis of historical behavior of the application executed on the native computing data center; a second migration constraint for the application determined from an analysis of administrator cloud migration preferences for the application; and a cloud computing characteristic of each of the plurality of distinct candidate computing clouds.

Abstract: The present disclosure provides a cylinder block for an internal combustion engine having a first cylinder, a first cylinder sleeve, a second cylinder, and a second cylinder sleeve. The first cylinder defines a first cylindrical wall while the second cylinder defines a second cylindrical wall. The first cylinder sleeve lines the first cylindrical wall while the second cylinder sleeve lines the second cylindrical wall. Each of the first and the second cylinder sleeves define a thrust sleeve region, an anti-thrust sleeve region opposite the thrust sleeve region, and a pair of Siamese regions. The outer wall of each of the first and second cylinder sleeves progressively widens toward the top sleeve surface of each of the first and second cylinder sleeves.

Abstract: A first connection state may be entered on a computing device. While the computing device is in the first connection state, actions taken on a playlist on the computing device may be applied to the playlist and not applied to a playback queue associated with a zone. An input may be received via the computing device, indicating a selection of the zone. In response to receiving the input, a second connection state may be entered. Entering the second connection state may comprise establishing a connected state between the computing device and the one or more playback devices. While the connected state is established, one or more actions taken on the playlist on the computing device may be applied to the playlist and transmitted, in a message to the zone over a network. The one or more actions may be one or more corresponding actions applied to the playback queue.

Abstract: A network device is configured to (i) play back a media item indicated by a remote playback queue provided by a cloud-based computing system, (ii) receive an indication that a playback device is available for playback, (iii) display a now playing screen including (a) information identifying the media item, and (b) an icon that indicates that the network device is not in a connected state with any other network device, (iv) receive a first input selecting the icon, (v) in response to the first input, display a list of one or more available network devices including the playback device, (vi) receive a second input selecting the playback device from the list (vii) after receiving the second input, update the list to indicate that the playback device is selected for playback of the remote playback queue, and (viii) transfer playback of the remote playback queue from the network device to the playback device.