Estimation of resources utilized by deep learning applications

S Li, K Wang - US Patent App. 16/381,650, 2019 - Google Patents
According to an embodiment, a performance benchmark dataset is obtained, where the
performance benchmark database at least includes structural data of one or more deep …

Method and system for resource management based on machine learning

R Parvataneni, K Campbell, R Sharma… - US Patent …, 2021 - Google Patents
(57) ABSTRACT A method, a device, and a non-transitory storage medium are described in
which a machine learning-based resource man agement service is provided. A network …

Systems and methods for predicting storage device failure using machine learning

Q Zheng, N Elyasi, V Sinha, C Choi - US Patent 11,657,300, 2023 - Google Patents
2023-05-16 Assigned to SAMSUNG ELECTRONICS CO., LTD. reassignment SAMSUNG
ELECTRONICS CO., LTD. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT …

Methods and apparatus to aggregate telemetry data in an edge environment

K Doshi, FG Bernat, T Verrall, N Smith… - US Patent …, 2024 - Google Patents
Methods, apparatus, systems, and articles of manufacture are disclosed to aggregate
telemetry data in an edge environment. An example apparatus includes at least one …

Automatically predicting transaction likelihood information and transaction-related temporal information using machine learning techniques

S Rana - US Patent 11,887,017, 2024 - Google Patents
Methods, apparatus, and processor-readable storage media for automatically predicting
transaction likelihood information and transaction-related temporal information using …

Job-launch time reduction by node pre-configuration

EK Lee, G Domeniconi, A Morari, Y Park - US Patent 11,676,013, 2023 - Google Patents
Based on historic job data, a computer processor can predict a configuration of a computer
node for running a future computer job. The computer processor can pre-configure the …

Proactively predicting large orders and providing fulfillment support related thereto

VCS Rao, A Gupta, R Sudhakar, AR Sham… - US Patent …, 2022 - Google Patents
Methods, apparatus, and processor-readable storage media for proactively predicting large
orders and providing fulfillment support related thereto are provided herein. An example …

Systems and methods for predicting storage device failure using machine learning

Q Zheng, N Elyasi, V Sinha, C Choi - US Patent App. 18/197,717, 2023 - Google Patents
(57) ABSTRACT A method for predicting a time-to-failure of a target storage device may
include training a machine learning scheme with a time-series dataset, and applying the …

Self-learning service scheduler for smart NICs

R Kommula, GBM Sunkada, T Sridhar… - US Patent …, 2024 - Google Patents
An example method comprises determining, by an edge services controller, based on a
respective predicted resource utilization value for each of a plurality of servers, a …

Multi-channel communication platform with dynamic response goals

D Keller - US Patent 12,063,198, 2024 - Google Patents
A multi-channel communication platform includes a messaging engine a routing engine and
a queue manager. The messaging engine is operative to receive a plurality of textual …