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A short introduction to academic unit CS5339 Theory and Algorithm for Machine Learning is mentioned here-

Theory and Algorithm for Machine Learning unit is about studying the wide theoretical understanding and knowledge for machine learning and the theories for guiding development of different kinds of applications and algorithms. It deals with the study of major concepts and units such as capabilities for common function class that are used for machine learning and decision tress, neural networks, supporting vector machines and sample complexity for learning various function classes and methods of reducing the estimation error based on regularization and model based selection and computational methods for learning greedy methods, convex optimization and stochastic gradient descent!

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