Context based systems and methods for presenting media file annotation recommendations

HW Hohwald - US Patent 9,678,993, 2017 - Google Patents
US9678993B2 - Context based systems and methods for presenting media file annotation
recommendations - Google Patents US9678993B2 - Context based systems and methods …

Neural network processor using compression and decompression of activation data to reduce memory bandwidth utilization

JL Corkery, BE Lundell, LM Wall, CB McBRIDE… - US Patent …, 2022 - Google Patents
(57) ABSTRACT A deep neural network (“DNN”) module compresses and decompresses
neuron-generated activation data to reduce the utilization of memory bus bandwidth. The …

Dynamic sequencing of data partitions for optimizing memory utilization and performance of neural networks

KD Cedola, LM Wall, B Bobrov, G Petre… - US Patent …, 2022 - Google Patents
Optimized memory usage and management is crucial to the overall performance of a neural
network (NN) or deep neural network (DNN) computing environment. Using vari ous …

Enhancing processing performance of artificial intelligence/machine hardware by data sharing and distribution as well as reuse of data in neuron buffer/line buffer

CB McBRIDE, AA Ambardekar, KD Cedola… - US Patent …, 2022 - Google Patents
An exemplary artificial intelligence/machine learning hardware computing environment
having an exemplary DNN module cooperating with one or more memory components can …

System, method, and computer program product for applying a callback function to data values

RA Alfieri - US Patent 9,015,643, 2015 - Google Patents
A system, method, and computer program product are provided for applying a callback
function to data values. In use, a plurality of data values and a callback function are …

Data processing performance enhancement for neural networks using a virtualized data iterator

CB McBRIDE, G Petre, AA Ambardekar… - US Patent …, 2020 - Google Patents
The performance of a neural network (NN) and/or deep neural network (DNN) can limited by
the number of operations being performed as well as management of data among the …

Power-efficient deep neural network module configured for layer and operation fencing and dependency management

CB McBRIDE, AA Ambardekar, KD Cedola… - US Patent …, 2021 - Google Patents
A deep neural network (DNN) processor is configured to execute layer descriptors in layer
descriptor lists. The descriptors define instructions for performing a forward pass of a DNN …

Power-efficient deep neural network module configured for executing a layer descriptor list

AA Ambardekar, KD Cedola, LM Wall… - US Patent …, 2021 - Google Patents
A deep neural network (DNN) processor is configured to execute descriptors in layer
descriptor lists. The descriptors define instructions for performing a pass of a DNN by the …

Flexible hardware for high throughput vector dequantization with dynamic vector length and codebook size

AA Ambardekar, A Tomic, CB McBRIDE… - US Patent …, 2021 - Google Patents
The performance of a neural network (NN) and/or deep neural network (DNN) can limited by
the number of operations being performed as well as memory data management of a …

Processing discontiguous memory as contiguous memory to improve performance of a neural network environment

G Petre, CB McBRIDE, AA Ambardekar… - US Patent …, 2021 - Google Patents
The performance of a neural network (NN) can be limited by the number of operations being
performed. Using a line buffer that is directed to shift a memory block by a selected shift …