Pinaki Laskar on LinkedIn: #Artificialintelligence #algorithms #ontology

AI Researcher, Cognitive Technologist Inventor - AI Thinking, Think Chain Innovator - AIOT, XAI, Autonomous Cars, IIOT Founder Fisheyebox Spatial Computing Savant, Transformative Leader, Industry X.0 Practitioner AI first originated from Aristotle's Analytics, Prior and Posterior, Metaphysics/Ontology and Categories. Without Categories, no real AI/ML/DL classifiers with effective classification #algorithms are possible, where classes are targets, labels or categories. Classification predictive modeling is NOT just the task of approximating a mapping function (f) from input variables (X) to discrete output variables (y). It is about the data #ontology/causality and logic/model, semantics and syntax and pragmatics, or comprehensive machine understanding of its data points, elements, sets, patterns and relationships. Aristotle, who identified intuition and logic as being the two aspects of the mind that attain knowledge. However, before the computer, logic became preferred over intuition for its rigor and certainty, which allows logical reasoning to be formally studied and ultimately automated.