公开(公告)号：US11605006B2

公开(公告)日：2023-03-14

申请号：US16404141

申请日：2019-05-06

申请人： International Business Machines Corporation

发明人： Shreya Khare ,  Srikanth Govindaraj Tamilselvam ,  Anush Sankaran ,  Naveen Panwar ,  Rahul Rajendra Aralikatte ,  Senthil Kumar Kumarasamy Mani

IPC分类号： G06N20/00 ,  G06N5/02 ,  G06F8/41 ,  G06F40/205 ,  G06N5/022

摘要： One embodiment provides a method, including: mining a plurality of deep-learning models from a plurality of input sources; extracting information from each of the deep-learning models, by parsing at least one of (i) code corresponding to the deep-learning model and (ii) text corresponding to the deep-learning model; identifying, for each of the deep-learning models, operators that perform operations within the deep-learning model; producing, for each of the deep-learning models and from (i) the extracted information and (ii) the identified operators, an ontology comprising terms and features of the deep-learning model, wherein the producing comprises populating a pre-defined ontology format with features of each deep-learning model; and generating a deep-learning model catalog comprising the plurality of deep-learning models, wherein the catalog comprises, for each of the deep-learning models, the ontology corresponding to the deep-learning model.

公开(公告)号：US20180089452A1

公开(公告)日：2018-03-29

申请号：US15279166

申请日：2016-09-28

申请人： International Business Machines Corporation

发明人： Rahul Rajendra Aralikatte ,  Vijay Ekambaram ,  Senthil Kumar Kumarasamy Mani ,  Giriprasad Sridhara

IPC分类号： G06F21/62 ,  G06F9/44

CPC分类号： G06F21/629 ,  G06F8/60 ,  G06F11/30

摘要： One embodiment provides a method, including: utilizing at least one processor to execute computer code that performs the steps of: tracking behavior of a user when the user is providing input to a permission request of an application, wherein the permission request comprises at least one application permission requesting access for the application to information accessible by an information handling device; identifying at least one undesired application permission, wherein the identifying comprises detecting, based upon the behavior of the user, that the user is uncomfortable with the at least one undesired application permission; determining whether another similar application, having a permission set the user is comfortable with, is available, wherein the determining comprises searching for applications similar to the application and filtering the similar applications by removing applications having a permission similar to the undesired application permission; and providing a recommendation, if there is another similar application, to the user, wherein the recommendation comprises the another similar application. Other aspects are described and claimed.

公开(公告)号：US20200184261A1

公开(公告)日：2020-06-11

申请号：US16210785

申请日：2018-12-05

申请人： International Business Machines Corporation

发明人： Anush Sankaran ,  Rahul Rajendra Aralikatte ,  Shreya Khare ,  Naveen Panwar ,  Senthil Kumar Kumarasamy Mani ,  Srikanth Govindaraj Tamilselvam

IPC分类号： G06K9/62 ,  G06N20/00 ,  H04L29/06

摘要： One embodiment provides a method, including: providing, at a collaborative deep learning model authoring tool, a dialog window that (i) receives user inputs discussing deep learning model aspects and (ii) provides recommendations from the collaborative deep learning model authoring tool; providing, at the collaborative deep learning model authoring tool, a consensus view indicating (i) a conflicting aspect identified as an aspect where more than one user selected a different aspect and (ii) the aspect selected for implementation within the deep learning model based upon that aspect having the most user selections; providing, at the collaborative deep learning model authoring tool, a model view displaying layers of the deep learning model based upon (i) aspects selected by the users in the dialog window and (ii) the aspect selected for implementation in the consensus view; and providing, at the collaborative deep learning model authoring tool, a deployment view that displays an execution of the deep learning model displayed in the model view.

公开(公告)号：US10262157B2

公开(公告)日：2019-04-16

申请号：US15279166

申请日：2016-09-28

申请人： International Business Machines Corporation

发明人： Rahul Rajendra Aralikatte ,  Vijay Ekambaram ,  Senthil Kumar Kumarasamy Mani ,  Giriprasad Sridhara

IPC分类号： G06F21/62 ,  G06F8/60 ,  G06F11/30

摘要： One embodiment provides a method, including: tracking behavior of a user when the user is providing input to a permission request of an application, wherein the permission request comprises at least one application permission requesting access for the application to information accessible by an information handling device; identifying at least one undesired application permission, wherein the identifying comprises detecting, based upon the behavior of the user, that the user is uncomfortable with the at least one undesired application permission; determining whether another similar application, having a permission set the user is comfortable with, is available, wherein the determining comprises searching for applications similar to the application and filtering the similar applications by removing applications having a permission similar to the undesired application permission; and providing a recommendation, if there is another similar application, to the user, wherein the recommendation comprises the another similar application.