Abstract: A method can include acquiring sensor data via a sensor for a fingertip in contact with a surface; identifying a finger of the fingertip based on the sensor data and stored data, where the identifying identifies the finger as one of at least two different fingers of a hand; pairing the identified finger with the surface to determine a finger and surface pair; comparing the finger and surface pair to a reference pair; and, based on the comparing, issuing a signal.

Abstract: A computer program product causes a processor to perform various operations. The operations include training a language model (LM) with a selected architecture using a training dataset focused on a specific content domain using pre-trained, supervised word embeddings and current values for a plurality of hyperparameters, such as a number of layers, hidden units, and/or parameters. The operations further include testing the trained LM on a validation dataset to obtain a performance of the trained LM, and, in response to the performance measurement being greater than the predetermined performance threshold, reducing the values of one or more of the hyperparameters and repeating the training. In addition, the operations include, in response to the performance not being greater than the threshold, selecting one of the previously trained LM that was trained using the smallest set of hyperparameter values and had a performance greater than the threshold and deploying the selected LM.

Abstract: A method includes identifying configuration information of a server being deployed, which includes a configuration and software requirements, and the server is managed by a management server through a management controller controlling a host hosting the server. The method includes retrieving a recommended setup of hardware and software for the server based on the configuration information and retrieving, from a deployment tracking module, a recommended deviation. The method includes creating a deployment file based on the recommended setup and deviation, and transmitting the deployment file to the management controller, which uses the deployment file to configure the server.

Abstract: A method can include acquiring sensor data via a sensor for a fingertip in contact with a surface; identifying a finger of the fingertip based on the sensor data and stored data, where the identifying identifies the finger as one of at least two different fingers of a hand; pairing the identified finger with the surface to determine a finger and surface pair; comparing the finger and surface pair to a reference pair; and, based on the comparing, issuing a signal.

Abstract: A method includes identifying configuration information of a server being deployed, which includes a configuration and software requirements, and the server is managed by a management server through a management controller controlling a host hosting the server. The method includes retrieving a recommended setup of hardware and software for the server based on the configuration information and retrieving, from a deployment tracking module, a recommended deviation. The method includes creating a deployment file based on the recommended setup and deviation, and transmitting the deployment file to the management controller, which uses the deployment file to configure the server.