9 Semiconductors; electronic components for computers; microelectronic components for computers; integrated circuits; printed electronic circuits for integrated circuit apparatus; memory circuits for system-on-chip devices; microprocessors; central processing units; CPU cores; semiconductor testing apparatus; System on a chip (SoC); computer memory hardware; dynamic random access memory (DRAM) controllers; electronic chips for the manufacture of integrated circuits and microcontrollers; graphics processing units, namely, three-dimensional graphic accelerator, high performance computing accelerator, artificial intelligence accelerator; GPU cores; topographies, namely, layout designs in the nature of downloadable and recorded templates of integrated circuits and microprocessors, integrated circuit modules; printed circuit boards; computers; downloadable software for operating integrated circuits, microprocessors, electronic chips and microcontrollers; downloadable software for customization of integrated circuits, microprocessors, electronic chips and microcontrollers; downloadable and recorded software for design, development and manufacture of integrated circuits, microprocessors, electronic chips and microcontrollers; electronic recorded and downloadable computer software and hardware for development, design and manufacture of integrated circuits, microprocessors, electronic chips and microcontrollers; Interconnected IP technology in the nature of computer hardware, namely, protocol adapters, switching elements, data path converters, data traffic managers for on-chip and inter-chip communication; recorded and downloadable software tools for system designers for configuration of the IP technology; recorded and downloadable computer software used as a development tool for use in the design of integrated circuits and system-on-chips; semiconductor IP, components in the nature of system-level protocol cores and network-interface-units for use in semiconductors, electronics, communications and computers; recorded and downloadable computer software for designing, testing and manufacture of system-on-chip devices; recorded and downloadable computer software that provides information for use as an aid in testing the functional correctness of the design of semiconductors and computer systems; recorded and downloadable software for use in the design, production and use of integrated circuits; recorded and downloadable software for computing systems memory management; recorded or downloadable firmware for computing systems memory management; Memory architectures for computers, data processing equipment, wireless communication equipment, and calculating machines consisting of micro-processors, dynamic random access memory (DRAM), cache memory controllers, and dynamic random access memory (DRAM) controllers; integrated circuits incorporating instruction set architectures; interfaces between computer hardware and computer software; computer hardware accelerators; neural network processors being central processing units; neural processing units being central processing units; machine learning microprocessors; secure microprocessors; downloadable electronic data files featuring semiconductor intellectual property cores; computer hardware and recorded and downloadable computer software for use in machine learning, artificial intelligence; recorded and downloadable computer software used in and for use in the design, development, modelling, simulation, compiling, debugging, verification, construction and interfacing of integrated circuits, microprocessors, graphics processing units, neural network processors, neural processing, machine learning processors, microprocessor cores, semiconductor intellectual property cores, macro cells, microcontrollers, bus interfaces and printed circuit boards; recorded and downloadable computer software used in, and for use in the design, development, modelling, simulation, compiling, de-bugging, verification, construction and interfacing of application software and operating system software to run on integrated circuit based devices; microprocessor design files; recorded or downloadable computer operating programs; recorded and downloadable computer software and computer software libraries for use in relation to machine learning computer hardware platforms, deep learning computer hardware platforms and artificial intelligence computer hardware platforms; recorded and downloadable artificial intelligence, deep learning, neural processing and machine learning computer software; downloadable electronic data files featuring microprocessor designs, neural network processor designs, neural processing unit designs and machine learning processor designs; computer hardware for processing and accelerating artificial intelligence, deep learning, and machine learning technology; downloadable software for managing and integrating software platforms of others; downloadable software for managing and integrating open source machine learning platforms of others; system on a chip (SOC) hardware for use with CPUs and GPUs featuring SOC architecture that connects die-to-die, chip-to-chip, and socket-to-socket, used across different microprocessors to enable increased computing performance; network-on-a-chip, namely, technology that provides interfaces across microprocessor CPU and GPU cores, memory, hubs and data fabric to enable microprocessor communications and increase computing performance and efficiency; graphics processor subsystem, namely, microprocessor subsystems comprised of microprocessors, graphics processing units (GPUs), GPU cores, and embedded software for operating the foregoing; electronic downloadable publications, namely, instruction, user and development manuals, technical manuals, educational materials, training materials, datasheets and brochures all in the area of computer software and hardware, development and evaluation tools for integrated circuits, microprocessors, microprocessor cores, instruction set architectures, semiconductor intellectual property, network-on-a-chip, system-on-a-chip; computer hardware featuring architecture to enable increased computing performance; interfaces for computers; Downloadable electronic data files featuring microprocessor designs; design libraries, namely, downloadable electronic data files featuring semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs; recorded and downloadable computer software used in and for use in the design, development, modelling, simulation, compiling, debugging, verification, construction and interfacing of heterogenous computing systems and semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs; Downloadable electronic data files featuring semiconductor intellectual property core design files defining the design of heterogenous computing systems and semiconductor intellectual property cores with multiple processors designed to transition software workloads to the appropriate processors based on performance needs