Company Filing History:
Years Active: 2023-2025
Title: Yiren Zhao: Innovator in Neural Network Technology
Introduction
Yiren Zhao is a prominent inventor based in Cambridge, GB. He has made significant contributions to the field of neural networks, particularly in the area of activation compression techniques. With a total of six patents to his name, Zhao's work is paving the way for advancements in machine learning and artificial intelligence.
Latest Patents
Yiren Zhao's latest patents include innovative methods for training neural network accelerators using quantized precision data formats. One of his notable patents is focused on "Neural network activation compression with narrow block floating-point." This invention discloses apparatus and methods for storing activation values from a neural network in a compressed format, which is essential for both forward and backward propagation training. The technology involves a computing system that includes processors, memory, and a compressor, enabling efficient storage and retrieval of activation values during training.
Another significant patent by Zhao is "Neural network activation compression with non-uniform mantissas." This invention also addresses the storage of activation values in a compressed format, specifically utilizing lossy or non-uniform mantissas. The computing system described in this patent performs forward propagation to generate activation values, which are then converted to a second block floating-point format for efficient storage and retrieval.
Career Highlights
Yiren Zhao is currently employed at Microsoft Technology Licensing, LLC, where he continues to develop cutting-edge technologies in the field of neural networks. His work has garnered attention for its potential to enhance the efficiency and performance of machine learning systems.
Collaborations
Zhao collaborates with notable colleagues, including Daniel Lo and Amar Phanishayee. Their combined expertise contributes to the innovative projects at Microsoft Technology Licensing, LLC.
Conclusion
Yiren Zhao's contributions to neural network technology through his patents demonstrate his commitment to advancing the field of artificial intelligence. His work not only enhances the efficiency of neural networks but also sets the stage for future innovations in machine learning.
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