Abstract: Systems, apparatus, articles of manufacture, and methods to implement predictive video decoding and rendering based on artificial intelligence are disclosed. Example apparatus disclosed herein are to predict that rendering of a video frame of a media stream will be unsynchronized with rendering of corresponding audio data of the media stream. Disclosed example apparatus are also to generate a synthetic frame based on a machine learning model to replace the video frame. Disclosed example apparatus are further to cause the synthetic frame to be rendered with the corresponding audio data.

Abstract: Protecting data privacy in a federated learning computing environment includes receiving a model trained by a federated server with public data using global model parameters, getting local shareable data from a local shareable database, training the model with the local shareable data using the global model parameters to generate local model parameters, and obscuring the local model parameters. Protecting data privacy includes sending the local model parameters to the federated server, modifying the model to classify private data, and training the model with the private data using the local model parameters and updating the local model parameters.