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Course Curriculum

  • 00:00:00
    • Introduction to R
    Handout – Introduction to R 00:00:00
    1.1 Getting Started in R FREE 00:00:00
    1.2 R Environment FREE 00:00:00
    1.3 R Packages 00:00:00
    1.4 R Data Types Vectors 00:00:00
    1.5 R Dataframes 00:00:00
    1.6 List in R 00:00:00
    1.7 Factor and Matrices 00:00:00
    1.8 R History and Scripts 00:00:00
    1.9 R Functions 00:00:00
    1.10 Errors in R 00:00:00
    R quiz unit 1 Unlimited
    Data Handling in R
    Handout – Data Handling in R 00:00:00
    2.1 Data handling introduction FREE 00:00:00
    2.2 Importing the Datasets FREE 00:00:00
    2.3 Checklist 00:00:00
    2.4 Subsetting the Data 00:00:00
    2.5 Subsetting Variable Condition 00:00:00
    2.6 Calculated Fields _ ifelse 00:00:00
    2.7 Sorting and Duplicates 00:00:00
    2.8 Joining and Merging 00:00:00
    2.9 Exporting the Data 00:00:00
    R Quiz Unit 2 Unlimited
    Basic Descriptive Statistics & Reporting
    Handout – Basic Statistics, Plots and Reporting in R 00:00:00
    3.1 Introduction and Sampling FREE 00:00:00
    3.2 Descriptive Statistics FREE 00:00:00
    3.3 Percentiles and Quartiles 00:00:00
    3.4 Box Plots 00:00:00
    3.5 Creating Graphs and Conclusion 00:00:00
    R Quiz Unit 3 Unlimited
    Regression Analysis
    Handout – Regression Analysis 00:00:00
    1.1 Introduction and Corelation FREE 00:00:00
    1.2 LAB Corelation Calculation in R FREE 00:00:00
    1.3 Beyond Pearson Corelation 00:00:00
    1.4 From Corelation to Regression 00:00:00
    1.5 Regression Line Fitting in R 00:00:00
    1.6 R Squared 00:00:00
    1.7 Multiple Regression 00:00:00
    1.8 Adjusted R Squared 00:00:00
    1.9 Issue with Multiple Regression 00:00:00
    1.10 Multicollinearity 00:00:00
    1.11 Regression Conclusion 00:00:00
    Regression Quiz Unlimited
    Logistic Regression
    Handout – Logistic Regression in R 00:00:00
    2.1 Need of Non-Linear Regression FREE 00:00:00
    2.2 Logistic Function and Line FREE 00:00:00
    2.3 Multiple Logistic Regression 00:00:00
    2.4 Goodness of Fit for a Logistic Regression 00:00:00
    2.5 Multicollinearity in Logistic Regression in R 00:00:00
    2.6 Individual Impact of Variables in R 00:00:00
    2.7 Model Selection in R 00:00:00
    2.8 Logistic Regression Conclusion 00:00:00
    Logistic Regression Quiz Unlimited
    Decision Trees
    Handout – Decision Tree in R 00:00:00
    3.1 Introduction to Decision Tree & Segmentation FREE 00:00:00
    3.2 The Decision Tree Philosophy & The Decision Tree Approach FREE 00:00:00
    3.3 The Splitting criterion &Entropy Calculation 00:00:00
    3.4 Information Gain & Calculation 00:00:00
    3.5 The Decision Tree Algorithm 00:00:00
    Decision Trees Quiz Unlimited
    Model Selection and Cross Validation
    Handout – Model Selection and Cross Validation in R 00:00:00
    4.1 Introduction to Model Selection FREE 00:00:00
    4.2 Sensitivity Specificity FREE 00:00:00
    4.3 Sensitivity Specificity Continued 00:00:00
    4.4 ROC AUC 00:00:00
    4.5 The Best Model 00:00:00
    4.6 Errors 00:00:00
    4.7 Overfitting Underfitting 00:00:00
    4.8 Bias_Variance Treadoff 00:00:00
    4.9 Holdout Data Validation 00:00:00
    4.10 Ten Fold CV 00:00:00
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