Company Filing History:
Years Active: 2022
Title: Ping-Yuan Tseng: Innovator in Data Processing and Neural Networks
Introduction
Ping-Yuan Tseng is an inventor based in Hsinchu, Taiwan. He is known for his contributions to data processing methods and neural network operations. Although he currently holds no granted patents, his innovative ideas are reflected in his latest patent applications.
Latest Patent Applications
1. **COMPILATION METHOD, DATA PROCESSING METHOD AND APPARATUS THEREOF** - This application discloses a compilation method, a data processing method, and an apparatus thereof. Data representing a first graph characterizing the operations of a first neural network is obtained. The data representing the first graph is processed to transform the first graph into a second graph. A set of instructions for characterizing the second graph is generated. The set of instructions is provided to one or more hardware platforms.
2. **MULTI-OBJECTIVE AUTO TUNING FOR LAYER FUSION AND TENSOR TILING ON MULTI-LEVEL CACHE HIERARCHY** - This method of performing automatic tuning on a deep learning model includes utilizing an instruction-based learned cost model to estimate a first type of operational performance metrics based on a tuned configuration of layer fusion and tensor tiling. It also involves utilizing statistical data gathered during a compilation process of the deep learning model to determine a second type of operational performance metrics based on the tuned configuration of layer fusion and tensor tiling. The process performs auto-tuning to obtain a plurality of optimal configurations based on the first and second types of operational performance metrics. Finally, it configures the deep learning model according to one of the plurality of optimal configurations.
Conclusion
Ping-Yuan Tseng is an innovative thinker in the field of data processing and neural networks. His latest patent applications showcase his commitment to advancing technology in these areas.