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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\29.Expectation-Maximization (EM) in R.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\32.Should We Even Do Clustering.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\23.K-Means Clustering.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\30.DBSCAN Clustering in R.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\33.Assess Clustering Performance.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\25.Fuzzy K-Means Clustering.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\28.Hierarchical Clustering in R.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\34.Which Clustering Algorithm to Choose.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\26.Weighted k-means.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\31.Cluster a Mixed Dataset.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\27.Partitioning Around Meloids (PAM).mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R\24.Other Ways of Selecting Cluster Numbers.mp4
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Clustering and Classification with Machine Learning in R [Video]\7.Feature Selection to Select the Most Relevant Predictors\41.Variable Selection Using LASSO Regression.mp4
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Clustering and Classification with Machine Learning in R [Video]\7.Feature Selection to Select the Most Relevant Predictors\42.Variable Selection with FSelector.mp4
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Clustering and Classification with Machine Learning in R [Video]\7.Feature Selection to Select the Most Relevant Predictors\43.Boruta Analysis for Feature Selection.mp4
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Clustering and Classification with Machine Learning in R [Video]\7.Feature Selection to Select the Most Relevant Predictors\40.Removing Highly Correlated Predictor Variables.mp4
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Clustering and Classification with Machine Learning in R [Video]\8.Supervised Learning Theory\44.Some Basic Supervised Learning Concepts.mp4
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Clustering and Classification with Machine Learning in R [Video]\8.Supervised Learning Theory\45.Pre-processing for Supervised Learning.mp4
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Clustering and Classification with Machine Learning in R [Video]\10.Additional Lectures\64.Fuzzy C-Means Clustering.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\03.Read in CSV & Excel Data.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\07.Read in Data from Online HTML Tables-Part 1.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\05.Read in Online CSV.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\09.Read Data from a Database.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\08.Read in Data from Online HTML Tables-Part 2.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\04.Read in Unzipped Folder.mp4
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R\06.Read in Googlesheets.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\54.Classification Trees.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\49.Some Pointers on Evaluating Accuracy.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\62.More SVM for Classification.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\60.GBM Classification.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\48.Binary Classifier with PCA.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\59.Examine Individual Variable Importance for Random Forests.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\56.Classification with Party Package.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\53.Our Multi-class Classification Problem.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\51.More on Binary Accuracy Measures.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\63.Variable Importance in SVM Modelling with rminer.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\46.What are GLMs.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\61.Support Vector Machines (SVM) for Classification.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\58.Random Forest (RF) Classification.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\47.Logistic Regression Models as Binary Classifiers.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\55.More on Classification Tree Visualization.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\57.Decision Trees.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\50.Obtain Binary Classification Accuracy Metrics.mp4
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification\52.Linear Discriminant Analysis.mp4
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Clustering and Classification with Machine Learning in R [Video]\Exercise Files\code_9781838984571.zip |
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Clustering and Classification with Machine Learning in R [Video]\1.Introduction to the Course\02.Installing R and R Studio.mp4
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Clustering and Classification with Machine Learning in R [Video]\1.Introduction to the Course\01.Welcome to Clustering & Classification with Machine Learning in R.mp4
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction\39.Singular Value Decomposition (SVD).mp4
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction\38.Multidimensional Scaling.mp4
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction\36.Principal Component Analysis (PCA).mp4
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction\37.More on PCA.mp4
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction\35.Dimension Reduction-theory.mp4
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Clustering and Classification with Machine Learning in R [Video]\4.Machine Learning for Data Science\22.What is Machine Learning (ML) About Some Theoretical Pointers.mp4
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Clustering and Classification with Machine Learning in R [Video]\4.Machine Learning for Data Science\21.How is Machine Learning Different from Statistical Data Analysis.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\16.Data Exploration & Visualization With dplyr & ggplot2.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\12.Introduction to dplyr for Data Summarizing-Part 1.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\18.Testing for Correlation.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\14.Exploratory Data Analysis (EDA) - Basic Visualizations with R.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\11.More Data Cleaning.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\15.More Exploratory Data Analysis with xda.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\17.Associations Between Quantitative Variables- Theory.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\20.Cramer's V for Examining the Strength of Association Between Nominal Variable.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\10.Remove Missing Values.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\19.Evaluate the Relation Between Nominal Variables.mp4
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization\13.Introduction to dplyr for Data Summarizing-Part 2.mp4
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Clustering and Classification with Machine Learning in R [Video]\5.Unsupervised Learning in R |
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Clustering and Classification with Machine Learning in R [Video]\7.Feature Selection to Select the Most Relevant Predictors |
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Clustering and Classification with Machine Learning in R [Video]\8.Supervised Learning Theory |
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Clustering and Classification with Machine Learning in R [Video]\10.Additional Lectures |
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Clustering and Classification with Machine Learning in R [Video]\2.Read in Data from Different Sources in R |
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Clustering and Classification with Machine Learning in R [Video]\9.Supervised Learning - Classification |
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Clustering and Classification with Machine Learning in R [Video]\Exercise Files |
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Clustering and Classification with Machine Learning in R [Video]\1.Introduction to the Course |
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Clustering and Classification with Machine Learning in R [Video]\6.Feature_Dimension Reduction |
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Clustering and Classification with Machine Learning in R [Video]\4.Machine Learning for Data Science |
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Clustering and Classification with Machine Learning in R [Video]\3.Data Pre-processing and Visualization |
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