integrated circuits and integrated circuit components; computer chips; semiconductor chips; silicon chips; supercomputers; microprocessors; system-on-chip integrated circuits; recorded and downloadable software for use in programming and training an artificial neural network to perform pattern discovery, recognition, classification, segmentation, regression, decision support, image processing, and visualization; recorded and downloadable software for use in in-memory computing; recorded and downloadable software for use in implementing analog computing architecture; recorded and downloadable software for use in deep learning, neural processing, and machine learning; recorded and downloadable software for use in microprocessors, integrated circuits, system-on-chip integrated circuits, integrated circuit chips, and application-specific integrated circuits for programming and training an artificial neural network to perform pattern discovery, recognition, classification, segmentation, regression, decision support, image processing, visualization, in-memory computing, implementing analog computing architecture, deep learning, neural processing, and machine learning; recorded and downloadable software for use in creating microprocessor designs, neural network processor designs, neural processing unit designs, machine learning processor designs, memristor-based circuit designs, artificial neural network designs, integrated circuit designs; recorded and downloadable software for use as computer software development tools; recorded and downloadable software for use in design, development, modeling, simulation, compiling, debugging, deployment, and interfacing of integrated circuits, microprocessors, graphics processing units, neural network processors, neural processing and machine learning processors; recorded and downloadable software for use in post-training quantization and converting artificial intelligence model formats; recorded and downloadable software for use in simulating and debugging software stacks; recorded and downloadable computer software platforms for programming and inferencing on artificial intelligence-based neural networks; recorded and downloadable compiler software for building runtime code for customer artificial intelligence and machine learning models; recorded and downloadable computer software for system modeling for in-memory computing; recorded and downloadable computer software for use as system models for in-memory computing; recorded and downloadable computer software visualization tools designed to assist in understanding and debugging deployment processes; recorded and downloadable compiler software; recorded and downloadable software development kits (SDK)