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MessagePosté le: Mer 26 Oct - 08:49 (2016)    Sujet du message: Advanced Analytics With Spark Pdf Download Répondre en citant




Advanced Analytics With Spark Pdf Download > urlin.us/4r97a























































Advanced Analytics With Spark Pdf Download

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If....you....want....to....get....better....understanding....why....Spark....is....so....disruptive....in....Data....Science....and....why....it....truly....democratizes....the....whole....Big....Data....space....-....this....book....is....a....great....primer....for....that.....Patterns...include:...Recommending...music...and...the...Audioscrobbler...data...set...Predicting...forest...cover...with...decision...trees...Anomaly...detection...in...network...traffic...with...K-means...clustering...Understanding...Wikipedia...with...Latent...Semantic...Analysis...Analyzing...co-occurrence...networks...with...GraphX...Geospatial...and...temporal...data...analysis...on...the...New...York...City...Taxi...Trips...data...Estimating...financial...risk...through...Monte...Carlo...simulation...Analyzing...genomics...data...and...the...BDG...project...Analyzing...neuroimaging...data...with...PySpark...and...Thunder...Chapter...1Analyzing...Big...DataThe...Challenges...of...Data...ScienceIntroducing...Apache...SparkAbout...This...BookChapter...2Introduction...to...Data...Analysis...with...Scala...and...SparkScala...for...Data...ScientistsThe...Spark...Programming...ModelRecord...LinkageGetting...Started:...The...Spark...Shell...and...SparkContextBringing...Data...from...the...Cluster...to...the...ClientShipping...Code...from...the...Client...to...the...ClusterStructuring...Data...with...Tuples...and...Case...ClassesAggregationsCreating...HistogramsSummary...Statistics...for...Continuous...VariablesCreating...Reusable...Code...for...Computing...Summary...StatisticsSimple...Variable...Selection...and...ScoringWhere...to...Go...from...HereChapter...3Recommending...Music...and...the...Audioscrobbler...Data...SetData...SetThe...Alternating...Least...Squares...Recommender...AlgorithmPreparing...the...DataBuilding...a...First...ModelSpot...Checking...RecommendationsEvaluating...Recommendation...QualityComputing...AUCHyperparameter...SelectionMaking...RecommendationsWhere...to...Go...from...HereChapter...4Predicting...Forest...Cover...with...Decision...TreesFast...Forward...to...RegressionVectors...and...FeaturesTraining...ExamplesDecision...Trees...and...ForestsCovtype...Data...SetPreparing...the...DataA...First...Decision...TreeDecision...Tree...HyperparametersTuning...Decision...TreesCategorical...Features...RevisitedRandom...Decision...ForestsMaking...PredictionsWhere...to...Go...from...HereChapter...5Anomaly...Detection...in...Network...Traffic...with...K-means...ClusteringAnomaly...DetectionK-means...ClusteringNetwork...IntrusionKDD...Cup...1999...Data...SetA...First...Take...on...ClusteringChoosing...kVisualization...in...RFeature...NormalizationCategorical...VariablesUsing...Labels...with...EntropyClustering...in...ActionWhere...to...Go...from...HereChapter...6Understanding...Wikipedia...with...Latent...Semantic...AnalysisThe...Term-Document...MatrixGetting...the...DataParsing...and...Preparing...the...DataLemmatizationComputing...the...TF-IDFsSingular...Value...DecompositionFinding...Important...ConceptsQuerying...and...Scoring...with...the...Low-Dimensional...RepresentationTerm-Term...RelevanceDocument-Document...RelevanceTerm-Document...RelevanceMultiple-Term...QueriesWhere...to...Go...from...HereChapter...7Analyzing...Co-occurrence...Networks...with...GraphXThe...MEDLINE...Citation...Index:...A...Network...AnalysisGetting...the...DataParsing...XML...Documents...with...Scalas...XML...LibraryAnalyzing...the...MeSH...Major...Topics...and...Their...Co-occurrencesConstructing...a...Co-occurrence...Network...with...GraphXUnderstanding...the...Structure...of...NetworksFiltering...Out...Noisy...EdgesSmall-World...NetworksWhere...to...Go...from...HereChapter...8Geospatial...and...Temporal...Data...Analysis...on...the...New...York...City...Taxi...Trip...DataGetting...the...DataWorking...with...Temporal...and...Geospatial...Data...in...SparkTemporal...Data...with...JodaTime...and...NScalaTimeGeospatial...Data...with...the...Esri...Geometry...API...and...SprayPreparing...the...New...York...City...Taxi...Trip...DataSessionization...in...SparkWhere...to...Go...from...HereChapter...9Estimating...Financial...Risk...through...Monte...Carlo...SimulationTerminologyMethods...for...Calculating...VaROur...ModelGetting...the...DataPreprocessingDetermining...the...Factor...WeightsSamplingRunning...the...TrialsVisualizing...the...Distribution...of...ReturnsEvaluating...Our...ResultsWhere...to...Go...from...HereChapter...10Analyzing...Genomics...Data...and...the...BDG...ProjectDecoupling...Storage...from...ModelingIngesting...Genomics...Data...with...the...ADAM...CLIPredicting...Transcription...Factor...Binding...Sites...from...ENCODE...DataQuerying...Genotypes...from...the...1000...Genomes...ProjectWhere...to...Go...from...HereChapter...11Analyzing...Neuroimaging...Data...with...PySpark...and...ThunderOverview...of...PySparkOverview...and...Installation...of...the...Thunder...LibraryLoading...Data...with...ThunderCategorizing...Neuron...Types...with...ThunderWhere...to...Go...from...HereAppendix...Deeper...into...SparkSerializationAccumulatorsSpark...and...the...Data...Scientists...WorkflowFile...FormatsSpark...SubprojectsAppendix...Upcoming...MLlib...Pipelines...APIBeyond...Mere...ModelingThe...Pipelines...APIText...Classification...Example...Walkthrough...Title:...Advanced...Analytics...with...Spark...By:...Sandy...Ryza,...Uri...Laserson,...Sean...Owen,...Josh...Wills...Publisher:...O'Reilly...Media...Formats:...Print...Ebook...Safari...Books...Online...Print:...April...2015...Ebook:...April...2015...Pages:...276...Print...ISBN:...978-1-4919-1276-8......ISBN...10:...1-4919-1276-6...Ebook...ISBN:...978-1-4919-1270-6......ISBN...10:...1-4919-1270-7...Sandy...Ryza...Sandy...Ryza...is...a...data...scientist...at...Cloudera...and...active...contributor...to...the...Apache...Spark...project....The....text....font....is....Adobe....Minion....Pro;....the....heading....font....is....Adobe....Myriad....Condensed;....and....the....code....font....is....Dalton....Maag's....Ubuntu....Mono.....He..has..been..a..significant..contributor..to..the..Apache..Mahout..machine..learning..project..since..2009,..and..authored..its..Taste..recommender..framework...It....is....always....hard....to....write....a....book....about....Data....Science....and....Machine....Learning....without....being....labeled....as....too....shallow....or....too....difficult....to....read.....Download..(5.1..MB)..Big..Data..Analytics..with..SparkCamel..in..ActionEffective..AkkaDjango..Design..Patterns..and..Best..PracticesCouchbase..Essentials..←..Android..Phones..For..Dummies,..2nd..Edition..Android..Recipes..→..No..Comments..Leave..a..Reply..Cancel..reply..Your..email..address..will..not..be..published...Highlighting..both..underlying..concepts..and..practical..computational..skills,..Data..Mining..and..Busines...

Sean...Owen...Sean...Owen...is...Director...of...Data...Science...for...EMEA...at...Cloudera....With..its..ability..to..integrate..with..Hadoop..and..inbuilt..tools..for..interactive..query..analysis..(Shark),..large-scale..graph..processing..and..ana...He..also..helps..customers..deploy..Hadoop..on..a..wide..range..of..problems,..focusing..on..life..sciences..and..health..care...Interesting...book,...covers...different...aspects...of...data...analysis....Their....name....comes....from....the....Latin....word....peregrinus,....which....means...."to....wander."....Peregrines....are....favored....by....falconers,....and....have....been....used....in....that....sport....for....many....centuries.....Youll....start....with....an....introduction....to....Spark....and....its....ecosystem,....and....then....dive....into....patterns....that....apply....common....techniquesclassification,....collaborative....filtering,....and....anomaly....detection....among....othersto....fields....such....as....genomics,....security,....and....finance.....You'll..start..with..an..introduction..to..Spark..and..its..ecosystem,..and..then..dive..into..patterns..that..apply..common..techniques..-..classification,..collaborative..filtering,..and..anomaly..detection..among..others..-..to..fields..such..as..genomics,..security,..and..finance...View....Sandy....Ryza's....full....profile....page.....The..second..great..thing..about..this..book..-..authors..are..describing..in..simple..words..used..analysis..method..at..the..beginning..of..each..chapter..and..give..links..for..further..reading..about..specific..algorithm...Such...information...can...provide...competitive...advantages...over...rival...organizations...and...result...in...business...benefits,...such...as...more...ef....

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