Gary Baugh

Title: Innovations of Gary Baugh in Neural Network Accelerators

Introduction

Gary Baugh is an accomplished inventor based in Bray, Ireland. He has made significant contributions to the field of neural network accelerators, holding a total of 5 patents. His work focuses on enhancing the efficiency and performance of machine learning operations.

Latest Patents

One of Gary Baugh's latest patents is titled "Methods and apparatus for sparse tensor storage for neural network accelerators." This invention discloses methods, apparatus, systems, and articles of manufacture for sparse tensor storage. An example apparatus includes sparsity map generating circuitry that generates a sparsity map corresponding to a tensor. The sparsity map indicates whether a data point of the tensor is zero. The apparatus also features static storage controlling circuitry that divides the tensor into one or more storage elements. Additionally, a compressor performs a first compression of the storage elements to generate compressed storage elements, effectively removing zero points based on the sparsity map. A second compression is then performed to store the compressed storage elements contiguously in memory.

Another notable patent is "Methods and apparatus to perform machine-learning model operations on sparse accelerators." This invention outlines methods, apparatus, systems, and articles of manufacture to execute machine-learning model operations on sparse accelerators. The apparatus includes circuitry that generates sparsity data based on an acceleration operation. It also instructs data buffers to provide activation or weight data based on the sparsity data, allowing the first circuitry to execute the acceleration operation efficiently.

Career Highlights

Gary Baugh is currently employed at Intel Corporation, where he continues to innovate in the field of technology. His work at Intel has positioned him as a key player in advancing neural network technologies.

Collaborations

Gary has collaborated with notable coworkers, including Martin-Thomas Grymel and Niall Hanrahan. Their combined expertise contributes to the innovative projects at Intel Corporation.

Conclusion

Gary Baugh's contributions to neural network accelerators through his patents demonstrate his commitment to advancing technology. His work not only enhances machine learning operations but also sets a foundation for future innovations in the field.