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Downloadable and recorded installable embedded software containing an inference engine for IOT (internet of things) devices, consumer products, and edge computing devices for deploying and executing machine learning models and artificial intelligence; Downloadable and recorded installable embedded software for use in pattern recognition and prediction engines performed on edge devices; Downloadable embedded software development kits performed on edge devices; Downloadable and recorded embedded software development kits for computer vision, machine learning, deep learning, artificial intelligence, learning algorithms, and time series data analysis performed on edge devices; Downloadable computer software development tools for use in embedded software development kits performed on edge devices; Downloadable embedded software development kits for computer vision, machine learning, deep learning, artificial intelligence, learning algorithms, and time series data analysis performed on edge devices