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AssigneeAmazon Technologies, Inc.
InventorsKrishnakanth Rapaka, Tarek Amara, Ryan Bickhart, John Bowers, Sunil Gopal Koteyar, Richard Leider, Hassan Heidari Namarvar
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Techniques and systems for adaptive optimization of clusters for bitrate prediction are disclosed. In some embodiments, such techniques may include extracting, in real-time, features from content segments of a video stream; identifying superclusters representing optimal bitrates for the content segments of the live video stream based on a mapping of the features to superclusters generated by one or more trained machine learning models, the identified superclusters configured to maintain a quality level associated with the content segments; assigning a subcluster between the identified superclusters; and applying bitrates associated with the identified superclusters and the subcluster to the video stream.
A computer-implemented method for adaptive optimization of clusters for bitrate prediction, the method comprising:
A computer-implemented method for adaptive optimization of clusters for bitrate prediction, the method comprising:
A non-transitory computer-readable apparatus comprising a storage medium, the storage medium comprising a plurality of computer-executable instructions configured to, when executed by one or more processors, cause a computerized apparatus to:
Dependencies are inferred from the claim text.