公开(公告)号：US20240273389A1

公开(公告)日：2024-08-15

申请号：US18645257

申请日：2024-04-24

Applicant: Amazon Technologies, Inc.

Inventor： Shikhar Gupta ,  Shriram Venkataramana ,  Sri Kaushik Pavani ,  Sunny Dasgupta

IPC: G06N5/04 ,  G06F16/28 ,  G06N20/00

CPC classification number: G06N5/04 ,  G06F16/285 ,  G06N20/00

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

公开(公告)号：US11995573B2

公开(公告)日：2024-05-28

申请号：US18305278

申请日：2023-04-21

Applicant: Amazon Technologies, Inc.

Inventor： Shikhar Gupta ,  Shriram Venkataramana ,  Sri Kaushik Pavani ,  Sunny Dasgupta

IPC: G06F7/00 ,  G06F16/28 ,  G06N5/04 ,  G06N20/00

CPC classification number: G06N5/04 ,  G06F16/285 ,  G06N20/00

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

公开(公告)号：US20230252325A1

公开(公告)日：2023-08-10

申请号：US18305278

申请日：2023-04-21

Applicant: Amazon Technologies, Inc.

Inventor： Shikhar Gupta ,  Shriram Venkataramana ,  Sri Kaushik Pavani ,  Sunny Dasgupta

IPC: G06N5/04 ,  G06F16/28 ,  G06N20/00

CPC classification number: G06N5/04 ,  G06F16/285 ,  G06N20/00

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

公开(公告)号：US11669753B1

公开(公告)日：2023-06-06

申请号：US16742746

申请日：2020-01-14

Applicant: Amazon Technologies, Inc.

Inventor： Shikhar Gupta ,  Shriram Venkataramana ,  Sri Kaushik Pavani ,  Sunny Dasgupta

IPC: G06F7/00 ,  G06N5/04 ,  G06N20/00 ,  G06F16/28

CPC classification number: G06N5/04 ,  G06F16/285 ,  G06N20/00

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.