Jintao Zhang

Title: Innovations of Jintao Zhang

Introduction

Jintao Zhang is a prominent inventor based in Princeton, NJ (US), known for his significant contributions to computer science and engineering. With a total of 9 patents to his name, he has made remarkable advancements in optimizing program instructions and enhancing deep neural network performance.

Latest Patents

One of his latest patents is titled "Loop index set merging optimization for program instructions." This invention describes a computer-implemented method for merging loops in computer code. The method involves a number of processor units that identify loops, which are sequences of instructions repeated until specific conditions are met. These processor units create a tree structure representing the loops and their relationships, allowing them to identify candidate loops for merging. The new loop created from these candidates expands the iteration space based on their original iteration spaces.

Another notable patent is "Method to map convolutional layers of deep neural network on a plurality of processing elements with SIMD execution units, private memories, and connected as a 2D systolic processor array." This method aims to improve the performance of predefined deep neural network convolution processing on computing devices. It involves inputting parameters into a processor that formalizes a design space exploration for convolution mapping. The processor calculates performance metrics based on predefined parameters, providing estimates of performance for various design choices.

Career Highlights

Jintao Zhang has worked with renowned organizations such as IBM and Princeton University. His experience in these institutions has allowed him to collaborate on cutting-edge research and development projects, furthering his expertise in the field.

Collaborations

Some of his notable coworkers include Chia-Yu Chen and Jungwook Choi. Their collaborative efforts have contributed to the advancement of technology in their respective areas of expertise.

Conclusion

Jintao Zhang's innovative work in optimizing computer processes and enhancing deep learning technologies showcases his significant impact on the field of computer science. His contributions continue to influence advancements in technology and inspire future innovations.