Machine Learning General Concepts.pdf

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1、MachineLearningGeneralConceptsseemoreathttp://ml.memect.comContents1Machinelearning11.1Overview...............................................11.1.1Typesofproblemsandtasks.................................11.2Historyandrelationshipstootherfields...................

2、.............21.2.1Relationtostatistics......................................31.3Theory.................................................31.4Approaches..............................................31.4.1Decisiontreelearning.....................................31.

3、4.2Associationrulelearning...................................31.4.3Artificialneuralnetworks...................................31.4.4Inductivelogicprogramming.................................41.4.5Supportvectormachines...................................41.4.6Clust

4、ering...........................................41.4.7Bayesiannetworks......................................41.4.8Reinforcementlearning....................................41.4.9Representationlearning....................................41.4.10Similarityandmetricl

5、earning................................51.4.11Sparsedictionarylearning...................................51.4.12Geneticalgorithms......................................51.5Applications..............................................51.6Software.....................

6、...........................61.6.1Open-sourcesoftware.....................................61.6.2Commercialsoftwarewithopen-sourceeditions.......................61.6.3Commercialsoftware.....................................61.7Journals..............................

7、..................61.8Conferences..............................................61.9Seealso................................................71.10References...............................................71.11Furtherreading...........................................

8、.81.12Externallinks.............................................82Datamining92.1Etymology...............................................9iiiCONTENTS2.2Background.....