公开(公告)号：US20180330275A1

公开(公告)日：2018-11-15

申请号：US15623661

申请日：2017-06-15

Applicant: Microsoft Technology Licensing, LLC

Inventor： Prateek Jain ,  Chirag Gupta ,  Arun Sai Suggala ,  Ankit Goyal ,  Harshavardhan Simhadri

IPC: G06N99/00 ,  G06N5/04

CPC classification number: G06N99/005 ,  G06N5/04

Abstract: Generally discussed herein are devices, systems, and methods for machine-learning. A method may include training, based on sparseness constraints and using a first device, a sparse matrix, prototype vectors, prototype labels, and corresponding prototype score vectors, simultaneously, storing the sparse matrix, prototype vectors, and prototype labels on a random-access memory (RAM) of a second device, projecting, using the second device, a prediction vector of a second dimensional space to the first dimensional space, the first dimensional space less than the second dimensional space, determining whether the projected prediction vector is closer to the one or more first prototype vectors or the one or more second prototype vectors, and determining a prediction by identifying the which prediction outcome the projected prediction vector is closer to.

公开(公告)号：US20170169080A1

公开(公告)日：2017-06-15

申请号：US15130651

申请日：2016-04-15

Applicant: Microsoft Technology Licensing, LLC

Inventor： Srivatsan Parthasarathy ,  Rohit Bhardwaj ,  Chirag Gupta ,  Vipul Malhotra ,  Evan Herschel Brodie Hissey

IPC: G06F17/30 ,  G06F3/0484 ,  G06F3/0482

CPC classification number: G06F16/248 ,  G06F3/0482 ,  G06F3/04842 ,  G06F11/323 ,  G06F11/3476 ,  G06F16/2358 ,  G06F16/2462 ,  G06F16/26 ,  G06F16/345 ,  G06F17/40

Abstract: Analyzing log data. The method includes obtaining a first bucket of a log data. The first bucket of log data includes a plurality of log lines. The method further includes analyzing the first bucket of log data to identify different sets of similar log lines. The method further includes providing to a user in a user interface one or more summaries of the different sets of similar lines. The summary comprises at least one user selectable indicator representing differences in log lines in a set of similar log lines that when selected by a user in the user interface reveals specific differences in the log lines in the set of similar log lines.