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Python Artificial Intelligence Projects for Beginners

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Mastering Matplotlib 2.x

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Network Security with pfSense

Whileconnectedtotheinternet,you’reapotentialtargetforanarrayofcyberthreats,suchashackers,keyloggers,andTrojansthatattackthroughunpatchedsecurityholes.Afirewallworksasabarrier(or‘shield’)betweenyourcomputerandcyberspace.pfSenseishighlyversatilefirewallsoftware.WiththousandsofenterprisesusingpfSense,itisfastbecomingtheworld'smosttrustedopensourcenetworksecuritysolution.NetworkSecuritywithpfSensebeginswithanintroductiontopfSense,whereyouwillgainanunderstandingofwhatpfSenseis,itskeyfeatures,andadvantages.Next,youwilllearnhowtoconfigurepfSenseasafirewallandcreateandmanagefirewallrules.Asyoumakeyourwaythroughthechapters,youwilltestpfSenseforfailoverandloadbalancingacrossmultiplewideareanetwork(WAN)connections.YouwillthenconfigurepfSensewithOpenVPNforsecureremoteconnectivityandimplementIPsecVPNtunnelswithpfSense.Intheconcludingchapters,you’llunderstandhowtoconfigureandintegratepfSenseasaSquidproxyserver.Bytheendofthisbook,youwillbeabletoleveragethepowerofpfSensetobuildasecurenetwork.

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網上沖浪

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Mastering Predictive Analytics with scikit：learn and TensorFlow

Pythonisaprogramminglanguagethatprovidesawiderangeoffeaturesthatcanbeusedinthefieldofdatascience.MasteringPredictiveAnalyticswithscikit-learnandTensorFlowcoversvariousimplementationsofensemblemethods,howtheyareusedwithreal-worlddatasets,andhowtheyimprovepredictionaccuracyinclassificationandregressionproblems.Thisbookstartswithensemblemethodsandtheirfeatures.Youwillseethatscikit-learnprovidestoolsforchoosinghyperparametersformodels.Asyoumakeyourwaythroughthebook,youwillcoverthenitty-grittyofpredictiveanalyticsandexploreitsfeaturesandcharacteristics.YouwillalsobeintroducedtoartificialneuralnetworksandTensorFlow,andhowitisusedtocreateneuralnetworks.Inthefinalchapter,youwillexplorefactorssuchascomputationalpower,alongwithimprovementmethodsandsoftwareenhancementsforefficientpredictiveanalytics.Bytheendofthisbook,youwillbewell-versedinusingdeepneuralnetworkstosolvecommonproblemsinbigdataanalysis.

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