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What is Self-Learning - Machine Learning

Handbook of Research on Synthesizing Human Emotion in Intelligent Systems and Robotics
a branch of AI, concerns the construction and study of systems that can learn from data, and when these processes are performed alone by the machine we are talking about ‘self-learning’.
Published in Chapter:
Qualia Learning?: Innerbodiment Construction and Machine Self-Learning by (Emotional) Imitation
J. Vallverdú (Universitat Autònoma de Barcelona, Spain)
DOI: 10.4018/978-1-4666-7278-9.ch008
Abstract
Humans perform acts and imitate other humans' actions by innate mechanisms that imply the unconscious notion of innerbodiment. In this chapter, the author suggests a mechanistic method to capture, discretize and understand human actions, following a semi-supervised WOZ system that could allow robotic learning by imitation or even self-learning. A syntax and semantics basic model of human actions guide is provided as well as a philosophical analysis of the notion of action.
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