Method and system for intent classification

C Costello - US Patent 10,832,003, 2020‏ - Google Patents
A computer-implemented intent classification method and system are provided. The method
comprises: providing a plurality of trained model sets, each based on a different model and …

System for automatic, simultaneous feature selection and hyperparameter tuning for a machine learning model

F Gunes, WA Czika, SE Haller, U Sglavo - US Patent 10,600,005, 2020‏ - Google Patents
A computing device selects a feature set and hyperparam eters for a machine learning
model to predict a value for a characteristic in a scoring dataset. A number of training model …

Method and apparatus for machine learning

Y Umeda - US Patent 10,635,975, 2020‏ - Google Patents
A disclosed machine learning method includes: calculating a first output error between a
label and an output in a case where dropout in which values are replaced with 0 is executed …

Ensemble model creation and selection

D Plumbley, M Sellwood, M Fiscato… - US Patent App. 17 …, 2021‏ - Google Patents
Method (s), apparatus and system (s) are provided for gener ating and using an ensemble
model. The ensemble may be generated by training a plurality of models based on a …

Neural network model compaction using selective unit removal

Y Kubo, GJ Tucker - US Patent 10,515,312, 2019‏ - Google Patents
The present disclosure is directed to the generation of a compact artificial neural network by
removing individual nodes from the artificial neural network. Individual nodes of the artificial …

Artificial neural network class-based pruning

R Seibold, J Chen, H Björgvinsdóttir… - US Patent …, 2020‏ - Google Patents
Methods and apparatus, including computer program prod ucts, implementing and using
techniques for configuring an artificial neural network to a particular surveillance situa tion. A …

Neural network systems

SN Lim, DS Diwinsky, X Bian - US Patent 10,592,725, 2020‏ - Google Patents
Systems and methods are provided relating to artificial neural networks are provided. The
systems and methods obtain a teacher network that includes artificial neural layers …

Encoder regularization of a segmentation model

A Myronenko - US Patent 10,740,901, 2020‏ - Google Patents
A segmentation model is trained with an image reconstruction model that shares an
encoding. During application of the segmentation model, the segmentation model may use …

Using machine learning for detecting solicitation of personally identifiable information (pii)

PP Zawadzki, L Tao, SJK Slama - US Patent App. 17/179,799, 2022‏ - Google Patents
Abstract Systems and methods for identifying solicitations of personally identifiable
information (PII) are disclosed. An example method includes generating training data based …

Electronic device and control method therefor

P Chiyoun, KIM Jaedeok, J Hyunjoo - US Patent App. 17/286,982, 2021‏ - Google Patents
US20210383190A1 - Electronic device and control method therefor - Google Patents
US20210383190A1 - Electronic device and control method therefor - Google Patents …