Company Filing History:
Years Active: 2019-2025
Title: Innovations of John Tran
Introduction
John Tran is a prominent inventor based in Denver, Colorado. He has made significant contributions to the field of machine learning and parallel processing systems. With a total of nine patents to his name, Tran's work has had a substantial impact on technology and innovation.
Latest Patents
One of Tran's latest patents is titled "Kernel fusion for machine learning." This invention presents apparatuses, systems, and techniques designed to compile code. In at least one embodiment, one or more compilers compile one or more compiled portions of code with one or more intermediate representations of those portions. Another notable patent is "Indirectly accessing sample data to perform multi-convolution operations in a parallel processing system." In this embodiment, a convolution engine configures a parallel processing pipeline to execute multi-convolution operations. The pipeline independently generates and processes individual image tiles, calculating source locations in an input image batch based on start addresses and offsets. It then copies data from these source locations to the image tile and performs matrix multiplication operations to generate contributions to an output matrix. To optimize memory usage, the pipeline creates each image tile in shared memory as needed, and it precomputes offset values to enhance throughput.
Career Highlights
John Tran is currently employed at Nvidia Corporation, a leading company in graphics processing and AI technology. His work at Nvidia has allowed him to push the boundaries of innovation in machine learning and parallel processing.
Collaborations
Tran has collaborated with notable coworkers, including Ming Yiu Siu and Andrew Robert Kerr. Their combined expertise has contributed to the success of various projects and patents.
Conclusion
John Tran's innovative work in machine learning and parallel processing has led to significant advancements in technology. His contributions through multiple patents reflect his dedication to pushing the limits of what is possible in the field.
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