machine learning

English - Turkish

Definition of machine learning in English Turkish dictionary: özdevimli öğrenme; otomatik öğrenme
learning machine: makine öğrenme

English - English

Definition of machine learning in English English dictionary: A field concerned with the design and development of algorithms and techniques that allow computers to learn; The ability for a computer system to develop new knowledge based on its past experiences This is the defining characteristic of a true artificial intelligence system; The attempt to enable computers to learn from experience and improve their performance over time Includes genetic algorithms, neural networks, decision trees, case-based reasoning, and many others; The process by which computer systems can be directed to improve their performance over time Examples are neural networks and genetic algorithms; Sub-speciality of artificial intelligence concerned with developing methods for software to learn from experience, or to extract knowledge from examples in a database See also: Artificial intelligence, Knowledge acquisition; a general term referring to the use of computer algorithms to construct models from a set of known data Machine learning is often a component of data-mining; Machine learning encompasses techniques where a machine acquires knowledge from its previous experience One of the better known examples of machine learning is artificial neural networks; The ability of a device to improve its performance based on its past performance; The ability of a machine to improve its performance based on previous results; Machine learning is defined as the use of algorithms to generate a model from data, which is one step in the knowledge discovery process This is similar to the definition of empirical learning or inductive learning in Readings in Machine Learning by Shavlik and Dietterich Note that in their definition, training examples are "externally supplied," whereas here they are assumed to be supplied by a previous stage of the knowledge discovery process (ultimately, raw data are "externally supplied")