Ablation on observable data for determining influence on machine learning systems

Z Yuan, S Battersby, G Kale, N McCarroll… - US Patent App. 16 …, 2020 - Google Patents
The approach described herein provides a novel means of determining the influence of sub-
components of raw input data on machine learning predictions. This is applied directly to the …

System and method for Input/Output (I/O) pattern prediction using recursive neural network and proaction for read/write optimization for sequential and random I/O

C Nelogal, AD Gupta, N Bhattacharya - US Patent 11,449,230, 2022 - Google Patents
An information handling system may have a long short term memory (LSTM) that receives
Input/Output (I/O) parameters, and produces a prediction output by operation of a recursive …

Method and system for automatically producing plain-text explanation of machine learning models

K So, K Rungrueng, JP McGUIRE… - US Patent App. 16 …, 2020 - Google Patents
Embodiments provide methods and systems for generating a plain-text explanation for a
prediction score associated with a record. An explanation generation system is configured to …

Interpreting a text classifier

S Kumar, K Dixit, SKH Shah - US Patent 11,842,159, 2023 - Google Patents
Techniques for interpreting a text classifier model are described. An exemplary method
includes receiving a request to interpret the text classifier; receiving input text to be used to …

Lightweight artificial intelligence layer to control the transfer of big data

G Golov - US Patent 12,046,020, 2024 - Google Patents
Methods, systems, and apparatuses related to reducing network congestion by analyzing
data using a lightweight artificial intelligence (AI) layer prior to transmission are described …

Generating and providing information of a service

J Minow, C Jahn, S El Mallouki… - US Patent App. 17 …, 2022 - Google Patents
US20220245344A1 - Generating and providing information of a service - Google Patents
US20220245344A1 - Generating and providing information of a service - Google Patents …

Lightweight artificial intelligence layer to control the transfer of big data

G Golov - US Patent 11,451,480, 2022 - Google Patents
Methods, systems, and apparatuses related to reducing network congestion by analyzing
data using a lightweight artificial intelligence (AI) layer prior to transmission are described …

Method to improve prediction accuracy of business data with enhanced data filtering and data reduction mechanism

A Jose, S Madivalar - US Patent 11,327,938, 2022 - Google Patents
According to some embodiments, a system associated with predictive analytics may include
a data filter dictionary that stores a plurality of electronic data records based on prior input …