Computer hardware; semiconductors; semiconductor chips and chip sets; Integrated circuits, integrated circuit chips, and integrated circuit chip sets; integrated circuits in the nature of application specific standard products (ASSPs), application specific integrated circuits (ASICs), and system-on-chips (SoCs); circuits; circuit boards; computer accelerator boards; computer interface boards; processors, namely, artificial intelligence processors, server processors, general purpose computer processors, high compute processors, digital signal processors, data processors, programmable processors, audio and video processors; microprocessors; embedded microprocessors, embedded processors and multi-core processors; micro controllers for computing devices, telecommunications, and for enabling functionality of sensors for use in automotive, consumer, and industrial applications; computer hardware and downloadable software and firmware used for controlling and interfacing with the aforesaid goods; computer hardware and downloadable software and firmware for use in artificial intelligence, text analysis, data processing, text processing, model training, inference, machine learning, and deep learning processing; computer hardware and downloadable software and firmware for use in signal processing; computer hardware and peripheral devices for data communication; computer servers; network servers; transceivers; personal computers; network telecommunication cables; computer network interface cards; computer network adapters; Ethernet and fibre-channel adapters; electronic network switches; computer network switches; Ethernet and fibre-channel switches; telephony circuits; modems; network gateways and routers; downloadable software and firmware used for controlling and interfacing with the aforesaid goods; data processing equipment; data storage devices, components, or circuits, namely, disk drives, magnetic disks, flash drives, drive controllers, preamplifiers, and read channels; computer hardware and downloadable software and firmware for setting up, configuring, managing, operating, and securing local and wide-area computer networks and network products; computer hardware and downloadable software and firmware for use in enabling autonomous driving vehicles, connected vehicles, and components of autonomous driving vehicles and connected vehicles; computer hardware and downloadable software and firmware for use in storing, monitoring, and managing data in network attached storage devices and systems; computer hardware and downloadable software and firmware for use in operating cameras, printers, dongles, handsets and video conferencing systems, and components of the aforesaid goods; computer hardware and downloadable software and firmware for use in operating and managing wireless network devices; wireless communication devices for the transmission of voice, data, images, audio, video, and multimedia content; digital electronic devices capable of providing access to the internet and for the sending, receiving, and storing telephone calls, electronic mail, audio and video media, and other digital data; computer hardware for playing, organizing, downloading, transmitting, manipulating and reviewing audio files and media files; television setup boxes; data storage devices, namely, hard disk drives, flash drives, and solid state drives; printer devices, namely, ink jet printers, and toner printers, and 3D printers; audio- and video receivers; digital audio and video recorders and players; network switching devices for implementing, enabling and controlling Ethernet networks and broadband communication networks; downloadable software and firmware used for controlling and interfacing with the aforesaid goods; computer hardware and downloadable software and firmware for use in computer and network security, data and identity verification, and encryption; computer hardware and downloadable software and firmware for use in monitoring, transmitting and receiving telecommunications from base stations, cellular towers, and radio network controllers; computer hardware and downloadable software and firmware for use in managing and monitoring data centers; computer hardware and downloadable software and firmware for providing cloud computing services; computer hardware and downloadable software and firmware for connecting, operating, controlling, and managing networked devices and systems in the internet of things (IoT)