Machine Learning for Data Mining
Machinelearning(ML)combinedwithdataminingcangiveyouamazingresultsinyourdataminingworkbyempoweringyouwithseveralwaystolookatdata.Thisbookwillhelpyouimproveyourdataminingtechniquesbyusingsmartmodelingtechniques.ThisbookwillteachyouhowtoimplementMLalgorithmsandtechniquesinyourdataminingwork.Itwillenableyoutopairthebestalgorithmswiththerighttoolsandprocesses.Youwilllearnhowtoidentifypatternsandmakepredictionswithminimalhumanintervention.YouwillbuilddifferenttypesofMLmodels,suchastheneuralnetwork,theSupportVectorMachines(SVMs),andtheDecisiontree.Youwillseehowallofthesemodelsworksandwhatkindofdatainthedatasettheyaresuitedfor.Youwilllearnhowtocombinetheresultsofdifferentmodelsinordertoimproveaccuracy.Topicssuchasremovingnoiseandhandlingerrorswillgiveyouanaddededgeinmodelbuildingandoptimization.Bytheendofthisbook,youwillbeabletobuildpredictivemodelsandextractinformationofinterestfromthedataset
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