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Downloadable and recorded computer software and firmware for use in design, modelling, simulation, development, production, construction, compiling, operation, integration, debugging, verification, implementation of and interfacing of semiconductors, microprocessors, data processors, microchips, chiplets, graphics processing units (GPUs), neural processing units (NPUs), neural engine semiconductors, tensor processing units (TPUs); downloadable and recorded computer software and firmware for use in neural network (NN) execution; downloadable and recorded computer software and firmware for use in neural network (NN) training and acceleration; downloadable electronic data files featuring semiconductor intellectual property (IP) cores; semiconductor intellectual property (IP) architecture, namely, downloadable files featuring integrated circuit designs, downloadable files featuring instructions for integrated circuit designs, and downloadable source code for designing and programming integrated circuits; downloadable microprocessor design files; semiconductor intellectual property (IP), namely, downloadable files featuring integrated circuit designs, downloadable files featuring instructions for integrated circuit designs, and downloadable source code for designing and programming integrated circuits; neural engine semiconductor intellectual property (IP), namely, downloadable files featuring integrated circuit designs, downloadable files featuring instructions for integrated circuit designs, and downloadable source code for designing and programming integrated circuits; neural network accelerators being downloadable and recorded computer software for accelerating neural networks; artificial Intelligence (AI) accelerators, being downloadable and recorded computer software for accelerating neural networks; artificial intelligence (AI) accelerator platforms being downloadable and recorded computer software for accelerating neural networks; deep learning accelerators (DLAs), being downloadable and recorded computer software for accelerating neural networks; artificial intelligence (AI) inference engines, being downloadable and recorded software for applying acceleration to AI neural networks; instruction set architectures, namely, downloadable computer software instructions designed to function with microprocessors; downloadable electronic data files featuring microprocessor designs, neural network processor designs, neural processing unit designs and machine learning processor designs; downloadable electronic publications, namely, instruction manuals, user manuals, technical manuals, development manuals, datasheets, brochures, articles, newsletters, educational workbooks, printable training materials and white papers in the field of semiconductors, semiconductor intellectual property (IP), instruction set architectures and computer technology, computer software and computer firmware; all of the aforementioned goods excluding CPU's, and computer hardware for high-speed processing and storage of data using multiple CPU's, and computer software to maintain and operate computer systems