Theaimofthisbookistodiscussthefundamentalideaswhichliebehindthestatisticaltheoryoflearningandgeneralization.Itconsiderslearningasageneralproblemoffunctionestimationbasedonempiricaldata.Omittingproofsandtechnicaldetails,theauthorconcentratesondiscussingthe