David Bernard

Title: Innovations of David Bernard in Neural Network Accelerators

Introduction

David Bernard is an accomplished inventor based in Kilcullen, Ireland. He has made significant contributions to the field of neural network accelerators, holding a total of 4 patents. His work focuses on enhancing the efficiency and performance of machine learning models through innovative storage and processing techniques.

Latest Patents

David Bernard's latest patents include groundbreaking methods and apparatus for sparse tensor storage for neural network accelerators. These patents disclose systems designed to optimize the storage of tensors by generating sparsity maps that indicate zero data points. The apparatus includes circuitry for dividing tensors into storage elements and compressing these elements to improve memory efficiency. Another notable patent involves methods and apparatus to perform machine-learning model operations on sparse accelerators. This invention utilizes circuitry to generate sparsity data and manage data buffers, enabling efficient execution of acceleration operations based on activation and weight data.

Career Highlights

David Bernard is currently employed at Intel Corporation, where he continues to push the boundaries of technology in the field of artificial intelligence. His work at Intel has positioned him as a key player in the development of advanced neural network solutions.

Collaborations

Some of David's notable coworkers include Martin Power and Kevin Brady, who collaborate with him on various projects at Intel Corporation.

Conclusion

David Bernard's innovative contributions to neural network accelerators demonstrate his expertise and commitment to advancing technology. His patents reflect a deep understanding of machine learning and its applications, making him a valuable asset in the field.