├── LICENSE ├── SupplementaryMaterials ├── 02-Chapter2_ReviewOfLinearAlgebra.pdf` ├── 03-Chapter3_GettingToKnowYourData.pdf ├── 06-Chapter6_VisualizationOfComplexData.pdf ├── GDP_Country.csv ├── GraduateIndependentProject.pptx ├── IndependentProjectPossibleDataSources.docx ├── IndependentProjectPossibleDataSources.pdf ├── IntroTextAnalyitcs.ipynb ├── ReviewOfEigendecomposition.ipynb ├── ReviewOfLinearAlgebra.pptx ├── SamplingLawOfLargeNumbers.pdf ├── VectorizationWithNumpy.ipynb ├── WhyInferenceIsImportant.Rmd ├── WhyInferenceIsImportant.html ├── correlation.ipynb ├── nobel-chocolate.csv ├── p_values_vs_samples.ipynb └── twitter_data.csv ├── data ├── 12447200_Okanogan_at_Malott.txt ├── 12479500_Yakima_At_CleElm.txt ├── ColonDiseaseGeneData-Cleaned.csv └── HR_comma_sep.csv ├── images ├── SamplingDistribuion.png ├── Web1.png ├── Web2.png └── outdegree.png ├── notebooks ├── 01_HashingAndLargeScaleInference.ipynb ├── 02_Streaming.ipynb ├── 03_SocialNetworkAnalysis.ipynb ├── 04_EfficinetSimilaritySearch.ipynb ├── 05_InformationRetrieval.ipynb ├── 06_Recommenders.ipynb ├── 07_ClusterModels.ipynb ├── 08_DimensionalityReduction.ipynb ├── 09_AssociationModels.ipynb └── sampledocs │ ├── article1 │ ├── article2 │ ├── article3 │ ├── article4 │ ├── article5 │ └── stopwords └── slides ├── 10_IntroductionToClustering_Part2.pptx ├── 11_DimensionalityReduction.pptx ├── 12_AssociationsFrequentItems.pptx ├── 1_Introduction.pptx ├── 2_StreamingAnalytics.pptx ├── 3_SocialNetworkAnalysis.pptx ├── 4_DistanceAndSimilarityMeasures.pptx ├── 5_EfficientSimilaritySearch.pptx ├── 6_InformationRetrievalSearch.pptx ├── 7_RecommenderSystems.pptx ├── 9_IntroductionToClustering_Part1.pptx └── OldSlides ├── 11_DimensionalityReduction_Part1.pptx ├── 12_DimensionalityReduction_Part2.pptx ├── 2_BigDataComputing.pptx ├── 5_EfficientSimilaritySearch.pptx └── 7_DoumentWebSearching.pptx /LICENSE: -------------------------------------------------------------------------------- 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