Downloadable and recorded computer software and firmware for use in design, modelling, simulation, development, production, construction, compiling, operation, integration, de-bugging, verification, implementation of and interfacing of semiconductors, microprocessors, data processors, microchips, chiplets, integrated circuits, central processing units (CPUs), graphics processing units (GPUs), neural processing units (NPUs), neural engine semiconductors, tensor processing units (TPUs), and their parts and components; 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; semiconductor intellectual property (IP) cores; downloadable microprocessor design files; semiconductor intellectual property (IP); neural engine semiconductor intellectual property (IP); neural network accelerators; artificial Intelligence (AI) accelerators; artificial intelligence (AI) accelerator platform; deep learning accelerators (DLAs); artificial intelligence (AI) processing cores; artificial intelligence (AI) inference engines; instruction set architectures, namely, downloadable computer software instructions designed to function with microprocessors; computer hardware accelerators; downloadable electronic data files featuring microprocessor designs, neural network processor designs, neural processing unit designs and machine learning processor designs; downloadable electronic publications in the field of semiconductors, semiconductor intellectual property (IP), artificial intelligence (AI), instruction set architectures and computer technology, computer hardware, computer software and computer firmware; downloadable electronic publications, namely, instruction manuals, user manuals, technical manuals, development manuals, datasheets, brochures, articles, newsletters, educational materials, training materials and white papers in the field of semiconductors, semiconductor intellectual property (IP), instruction set architectures and computer technology, computer hardware, computer software and computer firmware