公开(公告)号：US20240185034A1

公开(公告)日：2024-06-06

申请号：US18130648

申请日：2023-04-04

Applicant: NVIDIA Corporation

Inventor： Ali Hatamizadeh ,  Gregory Heinrich ,  Hongxu Yin ,  Jose Manuel Alvarez Lopez ,  Jan Kautz ,  Pavlo Molchanov

IPC: G06N3/0455 ,  G06N3/0464 ,  G06N3/08

CPC classification number: G06N3/0455 ,  G06N3/0464 ,  G06N3/08

Abstract: Apparatuses, systems, and techniques of using one or more machine learning processes (e.g., neural network(s)) to process data (e.g., using hierarchical self-attention). In at least one embodiment, image data is classified using hierarchical self-attention generated using carrier tokens that are associated with windowed subregions of the image data, and local attention generated using local tokens within the windowed subregions and the carrier tokens.

公开(公告)号：US20220067525A1

公开(公告)日：2022-03-03

申请号：US17002660

申请日：2020-08-25

Applicant: NVIDIA Corporation

Inventor： Dilip Sequeira ,  Pavlo Molchanov ,  Gregory Heinrich ,  Edvard Olav Valter Fagerholm

IPC: G06N3/08 ,  G06N3/04 ,  B60W60/00 ,  B60W10/04

Abstract: Apparatuses, systems, and techniques to reduce a size of neural networks. In at least one embodiment, a size of a neural network is reduced by at least removing one or more neurons of the neural network and adjusting one or more layers of the neural network to compensate for the removed one or more neurons.

公开(公告)号：US20230059924A1

公开(公告)日：2023-02-23

申请号：US17394842

申请日：2021-08-05

Applicant: NVIDIA Corporation

Inventor： Gregory Heinrich ,  Michele Fenzi ,  Christoph Angerer

IPC: G06N3/08 ,  G06T1/20 ,  G06N3/04 ,  G06K9/62 ,  G06K9/00

Abstract: Apparatuses, systems, and techniques to automatically select training data. In at least one embodiment, training data is automatically selected based on, for example, metadata associated with the training data.

公开(公告)号：US20220188608A1

公开(公告)日：2022-06-16

申请号：US17122598

申请日：2020-12-15

Applicant: NVIDIA Corporation

Inventor： Gregory Heinrich ,  Maxim Milakov ,  Xin Tong ,  Yue Wu

IPC: G06N3/063 ,  G06N5/04 ,  G06F12/0893

Abstract: Apparatuses, systems, and techniques to cache and reuse data for a neural network. In at least one embodiment, data generated by one or more layers of a neural network is cached and reused by the neural network.