Abstract: The present disclosure describes an electronic device. The electronic device includes a memory and a processor. The processor is configured to provide an utterance to an NLU model, which selects an intent from the list of intents based on the utterance. The processor is also configured to cause a response to the utterance to be provided to a user based on the selected intent. The NLU may be trained by obtaining a dataset comprising one or more words, generating a list of intents based at least in part on the dataset, grouping the list of intents into one or more domains, generating a list of training utterances for each intent in the list of intents, and modifying one or more parameters of the NLU model based on the list of intents, the list of training utterances, and/or the one or more domains.

Abstract: A system includes receiving data associated with an account, the data having a plurality of members; generating based on an ensemble teacher model, a deep learning model having a number of layers; inputting a plurality of members determined to be daily inputs into the deep learning model; extracting a daily pattern from the daily inputs and aggregating a deep learning model output; inputting the global inputs and an aggregated deep learning model output into a classifier; outputting from the classifier, a number of scores combined into a single score for the account. Further, the device may include alerting a user if the single score falls outside of a predetermined threshold.

Abstract: A hand dryer assembly including a blower assembly for generating a moving air stream. The moving air stream passes through an air channel to an air outlet where it exits the hand dryer assembly. An ionization assembly is disposed along the air channel and emits charged ions directly into the moving air stream, sanitizing the hands of the user, the moving air steam, and the ambient air that is entrained into the moving air stream.

Abstract: A cash recycler that is configured to allow deposited money to be dispensed (recycled) in a withdrawal transaction. In one embodiment, multiple currency recyclers could be used at multiple stores of a retail establishment and collectively work from one pending balance. Embodiments are also contemplated in which multiple accounts at one recycler location. In some cases, the currency recycler provides provisional credit for deposits of coinage and checks. In some cases, transactions made on the currency recycler could be settled to any financial institution.

Abstract: A cash recycler that is configured to allow deposited money to be dispensed (recycled) in a withdrawal transaction. In one embodiment, multiple currency recyclers could be used at multiple stores of a retail establishment and collectively work from one pending balance. Embodiments are also contemplated in which multiple accounts at one recycler location. In some cases, the currency recycler provides provisional credit for deposits of coinage and checks. In some cases, transactions made on the currency recycler could be settled to any financial institution.