Company Filing History:
Years Active: 2022-2025
Title: Innovations of Shruti Shrikant Tople
Introduction
Shruti Shrikant Tople is an accomplished inventor based in Cambridge, GB. She has made significant contributions to the field of machine learning, particularly in enhancing privacy measures. With a total of 3 patents to her name, her work is at the forefront of technological advancements in this area.
Latest Patents
One of her latest patents is titled "Privacy Enhanced Machine Learning." This method involves selecting data for privacy-preserving machine learning by storing training data from a first party, a machine learning model, and criteria from either the first party or another party. The process includes filtering the training data to select specific parts for training the model while ensuring privacy.
Another notable patent is "Protecting Machine Learning Models from Privacy Attacks." This disclosure outlines methods and systems designed to safeguard machine learning models against privacy threats. The model is trained using a set of training data and causal relationship data, which describes features in the training data that have a causal relationship with the outcome. The model learns to predict outcomes based on this data, and a predefined privacy guarantee value is incorporated by adding noise to the model at a parameter level.
Career Highlights
Shruti currently works at Microsoft Technology Licensing, LLC, where she continues to innovate in the field of machine learning. Her expertise and dedication to enhancing privacy in technology have positioned her as a leading figure in her domain.
Collaborations
Throughout her career, Shruti has collaborated with talented individuals such as Sebastian Tschiatschek and Olga Ohrimenko, contributing to a dynamic and innovative work environment.
Conclusion
Shruti Shrikant Tople's contributions to machine learning and privacy preservation are noteworthy. Her patents reflect her commitment to advancing technology while ensuring user privacy. Her work continues to inspire future innovations in the field.