Company Filing History:
Years Active: 2012-2024
Title: Subashini Balachandran: Innovator in Memory Management and Machine Learning
Introduction
Subashini Balachandran is a prominent inventor based in Sunnyvale, California. She has made significant contributions to the fields of memory management and machine learning, holding a total of nine patents. Her work focuses on enhancing data storage and retrieval processes, which are crucial in today's technology-driven world.
Latest Patents
Among her latest patents, one notable invention involves maintaining data in a first-level memory and utilizing buckets to represent regions of memory devices to extend data cache. This innovation includes a computer program product, integrated cache manager, and method for efficiently managing data in memory. The system employs a plurality of buckets that represent distinct regions of memory devices, each associated with different threshold access count ranges. This allows for optimized data storage based on access frequency.
Another significant patent focuses on using and training a machine learning module to determine actions in response to file system events. This invention provides a method for detecting file system events and selecting appropriate actions from a predefined list. The machine learning module is trained to improve the likelihood of selecting effective actions based on the outcomes of previous actions, thereby enhancing system performance.
Career Highlights
Subashini Balachandran is currently employed at International Business Machines Corporation (IBM), where she continues to innovate and contribute to advanced technology solutions. Her expertise in memory management and machine learning has positioned her as a valuable asset in her field.
Collaborations
Throughout her career, Subashini has collaborated with notable colleagues, including Rui Zhang and Mihail Corneliu Constantinescu. These partnerships have fostered a collaborative environment that encourages innovation and the sharing of ideas.
Conclusion
Subashini Balachandran is a trailblazer in the realm of technology, with her patents reflecting her commitment to improving data management and machine learning applications. Her work at IBM and her collaborations with other experts highlight her significant impact on the industry.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.