Hauptman Ham, LLP
System and method for ESL modeling of machine learning
A method includes receiving a source code for executing a plurality of operations associated with a machine learning algorithm, classifying each operation into a fast operation group or a slow operation group, defining a neuron network for executing operations of the slow operation group, and mapping the neuron network to an initial machine learning hardware configuration. The method also includes executing operations of the slow operation group on the initial machine learning hardware configuration, modifying the initial machine learning hardware configuration in response to a determination that the slow group operation fails to produce an expected result in response to at least one set of inputs; and executing a fast group operation using a machine learning software code.
TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY, LTD.
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Kai-Yuan Yun-Han Tze-Chiang Sandeep Kumar
Ting Lee Huang Goel