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Course Curriculum

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 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 Descriptive Statistics & Reporting 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 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 00:00:00
2.6 Individual Impact of Variables 00:00:00
2.7 Model Selection 00:00:00
2.8 Logistic Regression Conclusion 00:00:00
Logistic Regression Quiz Unlimited
Decision Trees
Handout – Decision Tree 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 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
Model selection and cross validation Quiz 00:10:00
Projects
Direct Mail Marketing 00:00:00
Automobile Pricing Strategy 00:00:00