Randy R. Huang

Person

Morgan Hill, CA, US

People

Patents Grantslast 30 patents

Information Patent Grant
Accelerated convolution of neural networks
- Patent number 12,205,013
- Issue date Jan 21, 2025
- Amazon Technologies, Inc.
- Thiam Khean Hah
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Efficient utilization of processing element array
- Patent number 12,198,041
- Issue date Jan 14, 2025
- Amazon Technologies, Inc.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Fine-grained sparsity computations in systolic array
- Patent number 12,182,695
- Issue date Dec 31, 2024
- Amazon Technologies, Inc.
- Paul Gilbert Meyer
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Hierarchical partitioning of operators
- Patent number 12,182,688
- Issue date Dec 31, 2024
- Amazon Technologies, Inc.
- Animesh Jain
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Dropout layer in a neural network processor
- Patent number 12,159,218
- Issue date Dec 3, 2024
- Amazon Technologies, Inc.
- Jiading Gai
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Emulating fine-grained sparsity in a systolic array
- Patent number 12,130,885
- Issue date Oct 29, 2024
- Amazon Technologies, Inc.
- Paul Gilbert Meyer
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network training under memory restraint
- Patent number 12,106,222
- Issue date Oct 1, 2024
- Amazon Technologies, Inc.
- Sudipta Sengupta
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network processing based on subgraph recognition
- Patent number 12,093,801
- Issue date Sep 17, 2024
- Amazon Technologies, Inc.
- Richard John Heaton
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Static memory allocation for neural network inference
- Patent number 12,093,806
- Issue date Sep 17, 2024
- Amazon Technologies, Inc.
- Jindrich Zejda
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Compilation time reduction for memory and compute bound neural netw...
- Patent number 12,079,734
- Issue date Sep 3, 2024
- Amazon Technologies, Inc.
- Hongbin Zheng
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Reducing computation in neural networks using self-modifying code
- Patent number 12,073,199
- Issue date Aug 27, 2024
- Amazon Technologies, Inc.
- Vignesh Vivekraja
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Processing for multiple input data sets in a multi-layer neural net...
- Patent number 12,067,492
- Issue date Aug 20, 2024
- Amazon Technologies, Inc.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Acceleration of neural networks with stacks of convolutional layers
- Patent number 12,008,469
- Issue date Jun 11, 2024
- Amazon Technologies, Inc.
- Thiam Khean Hah
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Processor with control flow
- Patent number 12,008,466
- Issue date Jun 11, 2024
- Amazon Technologies, Inc.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Circuit architecture with biased randomization
- Patent number 11,960,997
- Issue date Apr 16, 2024
- Amazon Technologies, Inc.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Speculative training using partial gradients update
- Patent number 11,948,352
- Issue date Apr 2, 2024
- Amazon Technologies, Inc.
- Patricio Kaplan
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network training in a distributed system
- Patent number 11,941,528
- Issue date Mar 26, 2024
- Amazon Technologies, Inc.
- Vignesh Vivekraja
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Executing sublayers of a fully-connected layer
- Patent number 11,868,878
- Issue date Jan 9, 2024
- Amazon Technologies, Inc.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Dynamic processing element array expansion
- Patent number 11,868,895
- Issue date Jan 9, 2024
- Amazon Technologies, Inc.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Data selection circuit
- Patent number 11,868,875
- Issue date Jan 9, 2024
- Amazon Technologies, Inc.
- Ron Diamant
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Global modulo allocation in neural network compilation
- Patent number 11,809,849
- Issue date Nov 7, 2023
- Amazon Technologies, Inc.
- Hongbin Zheng
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Performing hardware operator fusion
- Patent number 11,809,981
- Issue date Nov 7, 2023
- Amazon Technologies, Inc.
- Animesh Jain
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Fine-grained sparsity computations in systolic array
- Patent number 11,803,736
- Issue date Oct 31, 2023
- Amazon Technologies, Inc.
- Paul Gilbert Meyer
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Processing for multiple input data sets
- Patent number 11,797,853
- Issue date Oct 24, 2023
- Amazon Technologies, Inc.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Efficient utilization of processing element array
- Patent number 11,741,350
- Issue date Aug 29, 2023
- Amazon Technologies, Inc.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Multi-memory on-chip computational network
- Patent number 11,741,345
- Issue date Aug 29, 2023
- Amazon Technologies, Inc.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network processing based on subgraph recognition
- Patent number 11,714,992
- Issue date Aug 1, 2023
- Amazon Technologies, Inc.
- Richard John Heaton
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Improper neural network input detection and handling
- Patent number 11,687,761
- Issue date Jun 27, 2023
- Amazon Technologies, Inc.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network training under memory restraint
- Patent number 11,610,128
- Issue date Mar 21, 2023
- Amazon Technologies, Inc.
- Sudipta Sengupta
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Grant
Neural network operation reordering for parallel execution
- Patent number 11,567,778
- Issue date Jan 31, 2023
- Amazon Technologies, Inc.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING

Patents Applicationslast 30 patents

Information Patent Application
NEURAL NETWORK TRAINING IN A DISTRIBUTED SYSTEM
- Publication number 20240232630
- Publication date Jul 11, 2024
- AMAZON TECHNOLOGIES, INC.
- Vignesh Vivekraja
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
IMPROPER NEURAL NETWORK INPUT DETECTION AND HANDLING
- Publication number 20240020514
- Publication date Jan 18, 2024
- AMAZON TECHNOLOGIES, INC.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
EFFICIENT UTILIZATION OF PROCESSING ELEMENT ARRAY
- Publication number 20230359876
- Publication date Nov 9, 2023
- AMAZON TECHNOLOGIES, INC.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
PROCESSING FOR MULTIPLE INPUT DATA SETS
- Publication number 20230351186
- Publication date Nov 2, 2023
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK
- Publication number 20230334294
- Publication date Oct 19, 2023
- AMAZON TECHNOLOGIES, INC.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK TRAINING UNDER MEMORY RESTRAINT
- Publication number 20230196113
- Publication date Jun 22, 2023
- Amazon Technologies,Inc
- Sudipta Sengupta
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
DYNAMIC PROCESSING ELEMENT ARRAY EXPANSION
- Publication number 20230153620
- Publication date May 18, 2023
- AMAZON TECHNOLOGIES, INC.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
MIXING SPARSITY COMPRESSION
- Publication number 20230100930
- Publication date Mar 30, 2023
- AMAZON TECHNOLOGIES, INC.
- Xiaodan Tan
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
PROCESSING FOR MULTIPLE INPUT DATA SETS
- Publication number 20230014783
- Publication date Jan 19, 2023
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
SPECULATIVE TRAINING USING PARTIAL GRADIENTS UPDATE
- Publication number 20210304008
- Publication date Sep 30, 2021
- AMAZON TECHNOLOGIES, INC.
- Patricio Kaplan
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK TRAINING UNDER MEMORY RESTRAINT
- Publication number 20210304010
- Publication date Sep 30, 2021
- AMAZON TECHNOLOGIES, INC.
- Sudipta Sengupta
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK OPERATION REORDERING FOR PARALLEL EXECUTION
- Publication number 20210247984
- Publication date Aug 12, 2021
- AMAZON TECHNOLOGIES, INC.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
HIERARCHICAL PARTITIONING OF OPERATORS
- Publication number 20210158131
- Publication date May 27, 2021
- AMAZON TECHNOLOGIES, INC.
- Animesh Jain
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
EFFICIENT UTILIZATION OF PROCESSING ELEMENT ARRAY
- Publication number 20210158132
- Publication date May 27, 2021
- AMAZON TECHNOLOGIES, INC.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK TRAINING IN A DISTRIBUTED SYSTEM
- Publication number 20210097396
- Publication date Apr 1, 2021
- AMAZON TECHNOLOGIES, INC.
- Vignesh Vivekraja
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK
- Publication number 20210019600
- Publication date Jan 21, 2021
- AMAZON TECHNOLOGIES, INC.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
DYNAMIC PROCESSING ELEMENT ARRAY EXPANSION
- Publication number 20200410337
- Publication date Dec 31, 2020
- AMAZON TECHNOLOGIES, INC.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK LAYER-BY-LAYER DEBUGGING
- Publication number 20200410354
- Publication date Dec 31, 2020
- AMAZON TECHNOLOGIES, INC.
- Jindrich Zejda
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
NEURAL NETWORK OPERATION REORDERING FOR PARALLEL EXECUTION
- Publication number 20200409717
- Publication date Dec 31, 2020
- AMAZON TECHNOLOGIES, INC.
- Jeffrey T. Huynh
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
REDUCING COMPUTATION IN NEURAL NETWORKS USING SELF-MODIFYING CODE
- Publication number 20200387799
- Publication date Dec 10, 2020
- AMAZON TECHNOLOGIES, INC.
- Vignesh Vivekraja
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
ACCELERATED QUANTIZED MULTIPLY-AND-ADD OPERATIONS
- Publication number 20200293284
- Publication date Sep 17, 2020
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
IMPROPER NEURAL NETWORK INPUT DETECTION AND HANDLING
- Publication number 20200184245
- Publication date Jun 11, 2020
- AMAZON TECHNOLOGIES, INC.
- Randy Renfu Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
ACCELERATED QUANTIZED MULTIPLY-AND-ADD OPERATIONS
- Publication number 20190294413
- Publication date Sep 26, 2019
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
SCHEDULING NETWORK COMPUTATIONS
- Publication number 20190294959
- Publication date Sep 26, 2019
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
PROCESSING FOR MULTIPLE INPUT DATA SETS
- Publication number 20190294968
- Publication date Sep 26, 2019
- AMAZON TECHNOLOGIES, INC.
- Dana Michelle Vantrease
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
ON-CHIP COMPUTATIONAL NETWORK
- Publication number 20190180183
- Publication date Jun 13, 2019
- AMAZON TECHNOLOGIES, INC.
- Ron Diamant
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK
- Publication number 20190180170
- Publication date Jun 13, 2019
- AMAZON TECHNOLOGIES, INC.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
FAST CONTEXT SWITCHING FOR COMPUTATIONAL NETWORKS
- Publication number 20190179795
- Publication date Jun 13, 2019
- AMAZON TECHNOLOGIES, INC.
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
SYSTEMS AND METHODS FOR IMPLEMENTING LEARNED PARAMETER SYSTEMS ON A...
- Publication number 20180307783
- Publication date Oct 25, 2018
- Intel Corporation
- Thiam Khean Hah
- G06 - COMPUTING CALCULATING COUNTING
Information Patent Application
STATICALLY-SCHEDULABLE FEED AND DRAIN STRUCTURE FOR SYSTOLIC ARRAY...
- Publication number 20180307438
- Publication date Oct 25, 2018
- Intel Corporation
- Randy Huang
- G06 - COMPUTING CALCULATING COUNTING

Randy R. Huang

Person

Patents Grantslast 30 patents

Accelerated convolution of neural networks

Efficient utilization of processing element array

Fine-grained sparsity computations in systolic array

Hierarchical partitioning of operators

Dropout layer in a neural network processor

Emulating fine-grained sparsity in a systolic array

Neural network training under memory restraint

Neural network processing based on subgraph recognition

Static memory allocation for neural network inference

Compilation time reduction for memory and compute bound neural netw...

Reducing computation in neural networks using self-modifying code

Processing for multiple input data sets in a multi-layer neural net...

Acceleration of neural networks with stacks of convolutional layers

Processor with control flow

Circuit architecture with biased randomization

Speculative training using partial gradients update

Neural network training in a distributed system

Executing sublayers of a fully-connected layer

Dynamic processing element array expansion

Data selection circuit

Global modulo allocation in neural network compilation

Performing hardware operator fusion

Fine-grained sparsity computations in systolic array

Processing for multiple input data sets

Efficient utilization of processing element array

Multi-memory on-chip computational network

Neural network processing based on subgraph recognition

Improper neural network input detection and handling

Neural network training under memory restraint

Neural network operation reordering for parallel execution

Patents Applicationslast 30 patents

NEURAL NETWORK TRAINING IN A DISTRIBUTED SYSTEM

IMPROPER NEURAL NETWORK INPUT DETECTION AND HANDLING

EFFICIENT UTILIZATION OF PROCESSING ELEMENT ARRAY

PROCESSING FOR MULTIPLE INPUT DATA SETS

MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK

NEURAL NETWORK TRAINING UNDER MEMORY RESTRAINT

DYNAMIC PROCESSING ELEMENT ARRAY EXPANSION

MIXING SPARSITY COMPRESSION

PROCESSING FOR MULTIPLE INPUT DATA SETS

SPECULATIVE TRAINING USING PARTIAL GRADIENTS UPDATE

NEURAL NETWORK TRAINING UNDER MEMORY RESTRAINT

NEURAL NETWORK OPERATION REORDERING FOR PARALLEL EXECUTION

HIERARCHICAL PARTITIONING OF OPERATORS

EFFICIENT UTILIZATION OF PROCESSING ELEMENT ARRAY

NEURAL NETWORK TRAINING IN A DISTRIBUTED SYSTEM

MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK

DYNAMIC PROCESSING ELEMENT ARRAY EXPANSION

NEURAL NETWORK LAYER-BY-LAYER DEBUGGING

NEURAL NETWORK OPERATION REORDERING FOR PARALLEL EXECUTION

REDUCING COMPUTATION IN NEURAL NETWORKS USING SELF-MODIFYING CODE

ACCELERATED QUANTIZED MULTIPLY-AND-ADD OPERATIONS

IMPROPER NEURAL NETWORK INPUT DETECTION AND HANDLING

ACCELERATED QUANTIZED MULTIPLY-AND-ADD OPERATIONS

SCHEDULING NETWORK COMPUTATIONS

PROCESSING FOR MULTIPLE INPUT DATA SETS

ON-CHIP COMPUTATIONAL NETWORK

MULTI-MEMORY ON-CHIP COMPUTATIONAL NETWORK

FAST CONTEXT SWITCHING FOR COMPUTATIONAL NETWORKS

SYSTEMS AND METHODS FOR IMPLEMENTING LEARNED PARAMETER SYSTEMS ON A...

STATICALLY-SCHEDULABLE FEED AND DRAIN STRUCTURE FOR SYSTOLIC ARRAY...