Machine learning accelerator mechanism

A Bleiweiss, A Ramesh, A Mishra, D Marr… - US Patent …, 2022 - Google Patents
An apparatus to facilitate acceleration of machine learning operations is disclosed. The
apparatus comprises at least one processor to perform operations to implement a neural …

Accelerated deep learning

S Lie, M Morrison, ME James, GR Lauterbach… - US Patent …, 2020 - Google Patents
Techniques in advanced deep learning provide improvements in one or more of accuracy,
performance, and energy efficiency, such as accuracy of learning, accuracy of prediction …

Hardware accelerated machine learning

J Bruestle, C Ng - US Patent 11,170,294, 2021 - Google Patents
A machine learning hardware accelerator architecture and associated techniques are
disclosed. The architecture features multiple memory banks of very wide SRAM that may be …

Wavelet representation for accelerated deep learning

S Lie, GR Lauterbach, ME James, M Morrison… - US Patent …, 2019 - Google Patents
2019-07-09 Assigned to CEREBRAS SYSTEMS INC. reassignment CEREBRAS SYSTEMS
INC. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS) …

Dataflow triggered tasks for accelerated deep learning

S Lie, GR Lauterbach, ME James, M Morrison… - US Patent …, 2020 - Google Patents
2019-07-09 Assigned to CEREBRAS SYSTEMS INC. reassignment CEREBRAS SYSTEMS
INC. ASSIGNMENT OF ASSIGNORS INTEREST (SEE DOCUMENT FOR DETAILS) …

Data structure descriptors for deep learning acceleration

S Lie, M Morrison, S Arekapudi… - US Patent …, 2020 - Google Patents
Techniques in advanced deep learning provide improvements in one or more of accuracy,
performance, and energy efficiency. An array of processing elements performs flow-based …

Backpressure for accelerated deep learning

S Lie, GR Lauterbach, ME James, M Morrison… - US Patent …, 2020 - Google Patents
Techniques in advanced deep learning provide improvements in one or more of accuracy,
performance, and energy efficiency. An array of processing elements performs flow-based …

Control wavelet for accelerated deep learning

S Lie, GR Lauterbach, ME James, M Morrison… - US Patent …, 2020 - Google Patents
Techniques in advanced deep learning provide improvements in one or more of accuracy,
performance, and energy efficiency. An array of processing elements performs flow based …

Apparatus for hardware accelerated machine learning

J Bruestle, C Ng - US Patent 10,817,802, 2020 - Google Patents
An architecture and associated techniques of an apparatus for hardware accelerated
machine learning are disclosed. The architecture features multiple memory banks storing …

Time-delayed convolutions for neural network device and method

S Kim, J Kim, KIM Yulhwa, J Kim, D Park… - US Patent …, 2022 - Google Patents
(57) ABSTRACT A method of performing operations on a plurality of inputs and a same
kernel using a delay time by using a same processor, and a neural network device thereof …