Abstract: A system comprising: a skills data store; an employee action data store; at least one hardware processor; and one or more software modules that are configured to, when executed by the at least one hardware processor, retrieve skills data and employee action data from the skills data store and employee action data store, train a classification model, wherein training a classification model comprises performing feature preprocessing, generating an LDA topic vector and TF/IDF Word2Vec similarity scoring, and use AutoML to train ML models, and infer employee skills and levels based on the classification model and employee action data.

Abstract: A system comprising: a skills data store; an employee action data store; at least one hardware processor; and one or more software modules that are configured to, when executed by the at least one hardware processor, retrieve skills data and employee action data from the skills data store and employee action data store, train a classification model, wherein training a classification model comprises performing feature preprocessing, generating an LDA topic vector and TF/IDF Word2Vec similarity scoring, and use AutoML to train ML models, and infer employee skills and levels based on the classification model and employee action data.

Abstract: Time-based and accuracy-estimate-based trial selection for selection of subsequent machine-learning models in automated machine learning. In an embodiment, a batch of trials are generated for a plurality of machine-learning algorithms. During execution of the trials, a training time is estimated for at least a portion of the models represented in the batch of trials, and a subset of models are selected for evaluation based, at least in part, on their estimated training times. A graphical user interface is updated to reflect the evaluation results of the subset of models, even before the evaluation results for other models become available.

Abstract: A system includes a server to receive a request representing changes to data residing at a device. The request is received from the device that is coupled to the server. The server includes a first synchronizer to identify the changes via web services description. The server further includes a second synchronizer to synchronize the identified changes with the data at the device to update the data at the device.

Abstract: A system includes a server to receive a request representing changes to data residing at a device. The request is received from the device that is coupled to the server. The server includes a first synchronizer to identify the changes via web services description. The server further includes a second synchronizer to synchronize the identified changes with the data at the device to update the data at the device.

Abstract: A system including a server to receive a request representing changes to data residing at a device. The request is received from the device that is coupled to the server. The server includes a first synchronizer to identify the changes via web services description. The server further includes a second synchronizer to synchronize the identified changes with the data at the device to update the data at the device.

Abstract: A system is disclosed. The system includes a server to receive a request representing changes to data residing at a device. The request is received from the device that is coupled to the server. The server includes a first synchronizer to identify the changes via web services description. The server further includes a second synchronizer to synchronize the identified changes with the data at the device to update the data at the device.

Abstract: A system is disclosed. The system includes a server in communication with a device over a network. The server having a compressor/decompressor to identify a Simple Object Access Protocol (SOAP) message via web services description. The compressor/decompressor at server is further to compress the SOAP message according to the web services description such that the compressed SOAP message is capable of being transmitted to the device. The server having a data synchronizer to transmit the compressed SOAP message to the device.