公开(公告)号：US11514361B2

公开(公告)日：2022-11-29

申请号：US16557760

申请日：2019-08-30

申请人： INTERNATIONAL BUSINESS MACHINES CORPORATION

发明人： Theodoros Salonidis ,  John Eversman ,  Dakuo Wang ,  Alex Swain ,  Gregory Bramble ,  Lin Ju ,  Nicholas Mazzitelli ,  Voranouth Supadulya

IPC分类号： G06F3/0482 ,  G06N20/00 ,  G06F9/54 ,  G06F9/38

摘要： Embodiments for providing automated machine learning visualization. Machine learning tasks, transformers, and estimators may be received into one or more machine learning composition modules. The machine learning composition modules generate one or more machine learning models. A machine learning model pipeline is a sequence of transformers and estimators and an ensemble of machine learning pipelines are an ensemble of machine learning pipelines. A machine learning model pipeline, an ensemble of a plurality of machine learning model pipelines, or a combination thereof, along with corresponding metadata, may be generated using the machine learning composition modules. Metadata may be extracted from the machine learning model pipeline, the ensemble of a plurality of machine learning model pipelines, or combination thereof. An interactive visualization graphical user interface of the machine learning model pipeline, the ensemble of a plurality of machine learning model pipelines, or combination thereof, and the extracted metadata may be generated.

公开(公告)号：US11688111B2

公开(公告)日：2023-06-27

申请号：US16942284

申请日：2020-07-29

申请人： International Business Machines Corporation

发明人： Dakuo Wang ,  Bei Chen ,  Ji Hui Yang ,  Abel Valente ,  Arunima Chaudhary ,  Chuang Gan ,  John Dillon Eversman ,  Voranouth Supadulya ,  Daniel Karl I. Weidele ,  Jun Wang ,  Jing James Xu ,  Dhavalkumar C. Patel ,  Long Vu ,  Syed Yousaf Shah ,  Si Er Han

IPC分类号： G06T11/20 ,  G06F3/0481 ,  G06N20/00 ,  G06N5/00

CPC分类号： G06T11/206 ,  G06F3/0481 ,  G06N5/00 ,  G06N20/00

摘要： Systems, computer-implemented methods, and computer program products to facilitate visualization of a model selection process are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an interaction backend handler component that obtains one or more assessment metrics of a model pipeline candidate. The computer executable components can further comprise a visualization render component that renders a progress visualization of the model pipeline candidate based on the one or more assessment metrics.

公开(公告)号：US20220036610A1

公开(公告)日：2022-02-03

申请号：US16942284

申请日：2020-07-29

申请人： International Business Machines Corporation

发明人： Dakuo Wang ,  Bei Chen ,  Ji Hui Yang ,  Abel Valente ,  Arunima Chaudhary ,  Chuang Gan ,  John Dillon Eversman ,  Voranouth Supadulya ,  Daniel Karl I. Weidele ,  Jun Wang ,  Jing James Xu ,  Dhavalkumar C. Patel ,  Long Vu ,  Syed Yousaf Shah ,  Si Er Han

IPC分类号： G06T11/20 ,  G06F3/0481

摘要： Systems, computer-implemented methods, and computer program products to facilitate visualization of a model selection process are provided. According to an embodiment, a system can comprise a memory that stores computer executable components and a processor that executes the computer executable components stored in the memory. The computer executable components can comprise an interaction backend handler component that obtains one or more assessment metrics of a model pipeline candidate. The computer executable components can further comprise a visualization render component that renders a progress visualization of the model pipeline candidate based on the one or more assessment metrics.

公开(公告)号：US11194843B2

公开(公告)日：2021-12-07

申请号：US16664344

申请日：2019-10-25

申请人： INTERNATIONAL BUSINESS MACHINES CORPORATION

发明人： John Dillon Eversman ,  Voranouth Supadulya ,  Thanh Lam Hoang ,  Jing James Xu ,  Lin Ju ,  Jun Wang ,  Jishuo Yang ,  Craig Tomlyn ,  Ji Hui Yang

IPC分类号： G06F16/28 ,  G06F16/22 ,  G06F16/242 ,  G06N20/00 ,  G06F16/2455 ,  G06F9/451 ,  G06F16/2453

摘要： Embodiments for managing feature engineering with relational data are provided. A graphical user interface (GUI) that provides a user with the ability to upload a plurality of tables, select joins between the plurality of tables, and select keys for the joins is provided. Responsive to receiving user input indicative of selecting joins between the plurality of tables and selecting keys for the joins utilizing the GUI, the user selections are automatically validated and actions associated with at least some of the plurality of tables are dynamically performed based on the user selections. Information associated with the user selections and the validating is provided. The information includes a recommendation to link a third key in the at least some of the plurality of tables to a fourth key in the at least some of the plurality of tables.