Abstract: In some implementations, a system may determine, based on a qualification model, a prediction output of an analysis of user information. The system may determine, based on a generator model, a plurality of counterfactual explanations associated with the prediction output and the user information. The system may cluster, according to a clustering model, the plurality of counterfactual explanations into clusters of counterfactual explanations. The system may select, based on a classification model, a counterfactual explanation from a cluster of the clusters of counterfactual explanations. The system may provide a request for feedback associated with the counterfactual explanation. The system may receive feedback data associated with the request for feedback. The system may update a data structure associated with the clustering model based on the feedback data and the counterfactual explanation to form an updated data structure. The system may perform an action associated with the updated data structure.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to select individual encoded content segments responsive to the request for streaming content.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to select individual encoded content segments responsive to the request for streaming content.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to select individual encoded content segments responsive to the request for streaming content.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to select individual encoded content segments responsive to the request for streaming content.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service utilizes deterministic data generated by the different ingress nodes to determine when receipt of individual content segments is complete.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to receive redundant encoded content segments responsive to the request for streaming content. The video packaging and origination service can process the received redundant streams.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to select individual encoded content segments responsive to the request for streaming content.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service utilizes deterministic data generated by the different ingress nodes to determine when receipt of individual content segments is complete.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service receives streaming content that is organized according content segments. Individual content segments will be encoded according to a plurality of encoding profiles and received at different ingress nodes within video packaging and origination service. The video packaging and origination service receives requests for streaming content from requesting entities. Sets of encoded content segments are transmitted by egress nodes.

Abstract: A content streaming system and methodology for facilitating the management of content streaming. A video packaging and origination service requests streaming content that is organized according to content segments. Individual content segments will be encoded according to a plurality of encoding profiles and generated by different encoders. The video packaging and origination service utilizes synchronization information provided to the encoders to receive redundant encoded content segments responsive to the request for streaming content. The video packaging and origination service can process the received redundant streams.