20250231947. Machine Learning (Soroco India Private Limited)
MACHINE LEARNING TECHNIQUES FOR IMPROVING CONTEXT AND UNDERSTANDING OF USER INTERACTION-BASED DATA
Abstract: techniques for using machine learning (ml) model(s) to generate a textual summary of a stream of events at least in part by receiving information corresponding to the stream of events corresponding to interactions between a user and application program(s) executing on a computing device, the information comprising, for each of multiple events in the stream of events associated with a process, metadata associated with the event, wherein metadata for a particular event specifies values for attributes of the particular event; processing, using at least one ml model, the metadata associated with the multiple events to generate multiple corresponding textual summaries of the multiple events; generating, using the textual summaries of the multiple events, a textual summary of the process performed by the user through the interactions between the user and the application program(s) executing on the computing device; and outputting the textual summary of the process.
Inventor(s): Kirby Scott Files, George Peter Nychis, Nikhil Malayil, Rohan Narayana Murty, Dishant Arora, Vinayak Dhar, Sourabh De, Shreyas Harsha Karanth, Hemanth Yamijala, Mounik V. Patel, Nikhil Minz
CPC Classification: G06F16/24568 ({Data stream processing; Continuous queries})
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- Patent Applications
- Soroco India Private Limited
- CPC G06F16/24568
- Kirby Scott Files of Milton MA US
- George Peter Nychis of Somerville MA US
- Nikhil Malayil of Calicut IN
- Rohan Narayana Murty of Bangalore IN
- Dishant Arora of Bikaner IN
- Vinayak Dhar of Bengaluru IN
- Sourabh De of Bangalore IN
- Shreyas Harsha Karanth of Bengaluru IN
- Hemanth Yamijala of Bangalore IN
- Mounik V. Patel of Bengaluru IN
- Nikhil Minz of Ranchi IN