Marinus Willem Van Baalen

Title: Marinus Willem Van Baalen: Innovator in Quantization Techniques

Introduction

Marinus Willem Van Baalen is a prominent inventor based in Amsterdam, Netherlands. He has made significant contributions to the field of quantization techniques, particularly in neural networks. With a total of 4 patents, his work has garnered attention for its innovative approaches to improving computational efficiency.

Latest Patents

Van Baalen's latest patents include groundbreaking methods such as "Bayesian bits joint mixed-precision quantization and structured pruning." This invention encompasses various embodiments that involve methods and devices for joint mixed-precision quantization and structured pruning. The process includes determining whether a plurality of gates of quantization and pruning gates are selected for combination. In response to this determination, the method iteratively quantizes a residual error of a quantized tensor, producing a next quantized tensor with an increased bit-width for each successive iteration.

Another notable patent is "Systems and methods of cross layer rescaling for improved quantization performance." This invention outlines methods and neural network computing devices that perform quantization in neural networks. It includes equalizing ranges of weight tensors or output channel weights within a neural network's first layer by applying corresponding scaling factors. The scaling factors may be determined using various optimization techniques to minimize quantization error.

Career Highlights

Marinus Willem Van Baalen is currently employed at Qualcomm Incorporated, where he continues to develop innovative solutions in the field of neural networks and quantization. His work at Qualcomm has positioned him as a key player in advancing technology that enhances the performance of machine learning models.

Collaborations

Throughout his career, Van Baalen has collaborated with notable colleagues, including Markus Nagel and Tijmen Pieter Frederik Blankevoort. These collaborations have contributed to the development of cutting-edge technologies in the realm of quantization and neural networks.

Conclusion

Marinus Willem Van Baalen is a distinguished inventor whose work in quantization techniques has made a significant impact on the field of neural networks. His innovative patents and contributions to Qualcomm Incorporated highlight his role as a leader in technological advancements.