System and method for efficient generation of machine-learning models

A Walters, J Goodsitt, V Pham - US Patent 11,030,484, 2021 - Google Patents
A system for determining data requirements to generate machine-learning models. The
system may include one or more processors and one or more storage devices storing …

Deep reinforcement learning for workflow optimization using provenance-based simulation

VM Göttin, DS Menasché, AL Bordignon - US Patent 11,614,978, 2023 - Google Patents
Deep reinforcement learning techniques and provenancebased simulation are employed for
resource allocation in a shared computing environment. One method comprises: obtaining a …

Code-free automated machine learning

J Mueller, T Arai, AV Sharma, RM Brand… - US Patent App. 16 …, 2021 - Google Patents
Techniques for code-free automated machine learning (ML) are described. Users can train
high-quality ML models and pipelines without necessarily needing to write code by …

Systems and methods for predictive early stopping in neural network training

D Nair, G Mendels, N Lahav - US Patent 11,650,968, 2023 - Google Patents
Systems and methods may train neural networks (NNs) and determine when to stop training
to not waste computing or other resources when improvement is not no longer likely. After …

Automated and adaptive design and training of neural networks

ZA Mayer, J McGhee, J Bannon, JM Weiner - US Patent 11,334,795, 2022 - Google Patents
Abstract Systems and methods are described for developing and using neural network
models. An example method of training a neural network includes: oscillating a learning rate …

Resource allocation for tuning hyperparameters of large-scale deep learning workloads

S Vinod, AAR John, AK Patra - US Patent 11,409,564, 2022 - Google Patents
A method, computer system, and a computer program product may perform hyperparameter
tuning. Hyperparameter search input data may be received. A search algorithm to generate …

Hyperparameter tuning method, program trial system, and computer program

S Sano, T Yanase, T Ohta, T Akiba - US Patent App. 17/643,661, 2022 - Google Patents
US20220100531A1 - Hyperparameter tuning method, program trial system, and computer
program - Google Patents US20220100531A1 - Hyperparameter tuning method, program …

Systems and methods for stream recognition

A Goldberg, A Castelo, ME Thömmes… - US Patent …, 2021 - Google Patents
The present disclosure provides systems and methods for providing augmented reality
experiences. Consistent with disclosed embodiments, one or more machine-learning mod …

Prevention of duplicate transactions across multiple transaction entities in database systems

MR Tripathy, T Batra, R Shankar - US Patent 11,880,835, 2024 - Google Patents
In accordance with embodiments, there are provided mechanisms and methods for
facilitating prevention of duplicate transactions across multiple transaction entities in …

Systems and methods for stream recognition

A Goldberg, A Castelo, ME Thömmes… - US Patent …, 2022 - Google Patents
The present disclosure provides systems and methods for providing augmented reality
experiences. Consistent with disclosed embodiments, one or more machine-learning …