Providing a website featuring non-downloadable software using artificial intelligence for software development, machine learning, natural language understanding, facial and speech recognition, and connecting, operating, and managing networked computers, mobile phones, voice-operated assistant devices, smart televisions, smart speakers, voice-activated computing devices, videoactivated computing devices, and conversational artificial intelligence devices in the internet of things; Research in the field of artificial intelligence; Software as a service (SAAS) services featuring software for processing data, using machine learning in a centralized, decentralized and collaborative manner across edge or cloud devices on which the trained data is stored, for users to provide information or services to others; Software as a service (SAAS) services featuring software using artificial intelligence for for processing data for centralized, decentralized and collaborative machine learning training for computer vision, natural language processing, data mining, timeseries forecasting, anomaly detection, and conversation; Software as a service (SAAS) services, namely, hosting software for use by others for serving, training and group training of artificial intelligence models, each while preserving the privacy of individual and group data used for training, the data being for use in a machine learning pipeline incorporating a cycle model of training, inference, monitoring, data engineering, and re-training or fine-tuning control; Technology consultation in the field of artificial intelligence