suggestion on automatic machines
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Design a combination scheme for combining learning methods that present different stengths and weaknesses. This scheme should benefit from the different learning methods' advantages but not suffer from their individual weaknesses.Ensemble-based combination schemes often perform more accurately than a single "best classifier". Investigate the relationship between the accuracy of the individual combined classifiers and that of their combination.Identify an area of Natural Language Processing that could be handled by a machine learning method (example, the translation of certain prepositions from one language to another), propose a method for automatically constructing a training set for that problem from raw text and a lexicon, and apply one or several learning algorithm to that data set.
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automatic machine is good for now a days but it is very difficult to use it but it is easy to do work on it now a days
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