公开(公告)号：US11657292B1

公开(公告)日：2023-05-23

申请号：US16743977

申请日：2020-01-15

Applicant: ARCHITECTURE TECHNOLOGY CORPORATION

Inventor： Paul Nicotera ,  Mandeep Singh

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/088

CPC classification number: G06N3/088 ,  G06N3/0454

Abstract: Disclosed herein are embodiments of systems, methods, and products comprising an analytic server that automates training dataset generation for different application areas. The server may perform an automated, iterative refinement process to build a collection of dataset generator models over time. The server may receive a set of seed examples in a domain and generate candidate examples based on the features of the seed examples using data synthesis techniques. The server may execute a pre-trained label discriminator (LD) and domain discriminator (D2) on the candidate examples. The LD may identify and reject mislabeled data. The D2 may identify and reject out of domain data. The analytic server may regenerate new labeled data based on the feedback of the LD and D2. The analytic server may train a dataset generator by iteratively performing these steps for refinement until the regenerated candidate examples reach a pass rate threshold.

公开(公告)号：US10990611B1

公开(公告)日：2021-04-27

申请号：US15802570

申请日：2017-11-03

Applicant: Architecture Technology Corporation

Inventor： Mandeep Singh ,  William Colligan

IPC: G06F16/27 ,  G06F12/1045 ,  G06F7/76 ,  G06F16/2453

Abstract: A method for adaptively providing processed data to elements of a distributed network, includes a processor partitioning data from a plurality of data sources, including big data from a plurality of big data sources based on defined needs of the elements; the processor storing the partitioned data in a central data source and a subset of the partitioned data in one or more cache memories in proximity to the elements; receiving a data request from a network element; determining a time-sensitivity of data responsive to the data request; supplying a response to the data request for non-time-sensitive data; and supplying the response to the data request for time-sensitive data.

公开(公告)号：US12222962B1

公开(公告)日：2025-02-11

申请号：US17238769

申请日：2021-04-23

Applicant: Architecture Technology Corporation

Inventor： Mandeep Singh ,  William Colligan

IPC: G06F16/27 ,  G06F12/1045 ,  G06F16/2453 ,  H04L47/28 ,  H04L47/32

Abstract: A method for adaptively providing processed data to elements of a distributed network, includes a processor partitioning data from a plurality of data sources, including big data from a plurality of big data sources based on defined needs of the elements; the processor storing the partitioned data in a central data source and a subset of the partitioned data in one or more cache memories in proximity to the elements; receiving a data request from a network element; determining a time-sensitivity of data responsive to the data request; supplying a response to the data request for non-time-sensitive data; and supplying the response to the data request for time-sensitive data.