This inventor holds 3 USPTO granted patents and 2 published patent applications. Top assignee: Sambanova Systems, Inc.. Active years: 2022-2025.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile
Company Filing History:
Years Active: 2022-2025
Title: The Innovative Contributions of Maulik Desai
Introduction
Maulik Desai is a prominent inventor based in Cedar Park, TX (US). He has made significant contributions to the field of artificial intelligence and machine learning through his innovative patents. With a total of 3 patents, Desai's work focuses on enhancing the performance of large AI models.
Latest Patents
One of his latest patents is titled "High performance softmax for large models." This invention involves pipelining the softmax operation to achieve evenly balanced operations with 2N latency per sharded M dimension of a tensor shaped M*N. This results in approximately 1.8× performance gain. The design is resource-efficient and is friendly for Place-and-Route (PNR) processes. Additionally, it allows for easy parallelization without requiring extra support at the subnet level.
Another notable patent is "High performance layer normalization for large models." This invention addresses the bottlenecks associated with layer normalization (LN) in AI models. As general matrix multiply (GEMM) bottlenecks are mitigated through tensor parallelism, LN becomes a latent bottleneck due to its non-distributive nature. Desai's implementation composes LN from simpler operations, making it amenable to pipelining. This approach enhances throughput for larger batch sizes and improves performance by avoiding stochastic rounding.
Career Highlights
Maulik Desai currently works at Sambanova Systems, Inc., where he continues to push the boundaries of AI technology. His innovative designs have significantly impacted the efficiency and performance of large-scale AI models.
Collaborations
Desai collaborates with talented individuals such as Mingran Wang and Raghu Prabhakar, contributing to a dynamic and innovative work environment.
Conclusion
Maulik Desai's contributions to the field of artificial intelligence through his patents demonstrate his commitment to innovation and excellence. His work not only enhances the performance of AI models but also paves the way for future advancements in the industry.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile