Layali Rashid

Title: Innovations of Layali Rashid

Introduction

Layali Rashid is an accomplished inventor based in Issaquah, WA (US). She has made significant contributions to the field of computer science, particularly in enhancing computational efficiency and artificial intelligence.

Latest Patents

Layali Rashid holds two notable patents. The first patent is titled "Accelerator for dense and sparse matrix computations." This invention focuses on increasing the efficiency of matrix computations in computer hardware. The method involves receiving digital signals that encode operations of matrix computations and determining whether the operations include dense or sparse operands. Based on this determination, the operations are forwarded to the appropriate computation device for execution.

Her second patent is "Executing large artificial intelligence models on memory-constrained devices." This patent describes methods and systems that allow large AI models to be executed on devices with limited memory. The AI model is dissected into smaller portions, which can be executed efficiently on the target device. The process includes downloading and executing portions of the AI model sequentially, while optimizing communication overhead by dividing input samples into microbatches.

Career Highlights

Layali Rashid is currently employed at Microsoft Technology Licensing, LLC, where she continues to innovate and develop cutting-edge technologies. Her work focuses on improving computational methods and enabling advanced AI applications.

Collaborations

Layali collaborates with talented individuals such as Marc Tremblay and Saurabh Mohan Kulkarni, contributing to a dynamic and innovative work environment.

Conclusion

Layali Rashid's contributions to the field of computer science through her patents demonstrate her commitment to advancing technology. Her work at Microsoft Technology Licensing, LLC highlights her role as a leading inventor in the industry.