### Course Curriculum

 Chapter 1: Machine Learning 1.1 What is Machine Learning? 00:00:00 Activity – Machine Learning Unlimited Chapter 2: Supervised and Unsupervised Machine Learning 2.1 Machine Learning Methods 00:00:00 Quiz – Chapter 2 Unlimited Chapter 3: Linear Regression 3.1 Introduction to Linear Regression 00:00:00 Quiz – Chapter 3 Unlimited Chapter 4: Simple Linear Regression 4.1 Simple Linear Regression 00:00:00 4.2 Estimating the Coefficients 00:00:00 4.3 Accuracy of the model 00:00:00 Quiz – Chapter 4 Unlimited Chapter 5: Multiple Linear Regression 5.1 Multiple Linear Regression 00:00:00 5.2 Association Between Predictor and Response 00:00:00 5.3 Model Fit 00:00:00 Quiz – Chapter 5 Unlimited 5.4 Some Uses of Regression Analysis 00:00:00 Exercise (A) – Chapter 5 Unlimited Exercise (B) – Chapter 5 Unlimited Multiple Linear Regression – Quiz Set 1 Unlimited Multiple Linear Regression – Quiz Set 2 Unlimited Multiple Linear Regression – Quiz Set 3 Unlimited 5.5 Extensions of Regression 00:00:00 Exercise (C)- Chapter 5 Unlimited Quiz – Chapter 5 Unlimited 5.6 Interaction between variables 00:00:00 Exercise (D) – Chapter 5 Unlimited Quiz 2 – Chapter 5 Unlimited Chapter 6: Regression Example in R/Rstudio 6.1 Regression example in R/RStudio 00:00:00 Chapter 7: Qualitative Dependent Variable and Classification Problems 7.1 Qualitative dependent variable and classification problems 00:00:00 Quiz – Chapter 7 Unlimited Chapter 8: Logistic Regression 8.1 Logistic Regression 00:00:00 8.2 The Logistic Model 00:00:00 8.3 Estimating the Regression Coefficients 00:00:00 8.4 Multiple Logistic Regression 00:00:00 8.5 Resampling Methods 00:00:00 Quiz – Chapter 8 Unlimited Chapter 9: Extension of Linear Models - Subset Selection and Shrinkage 9.1 Extension of Linear Models – Subset Selection and Shrinkage 00:00:00 Chapter 10: Ridge Regression 10.1 Ridge Regression 00:00:00 Chapter 11: The Lasso 11.1 The Lasso 00:00:00 Quiz – Chapter 11 Unlimited Chapter 12: Classification of RRStudio 12.1 Classification in R/RStudio 00:00:00 Exercise – Chapter 12 Unlimited Quiz – Chapter 12 Unlimited Chapter 13: Tree Based Models 13.1 Tree Based Models 00:00:00 Exercise – Chapter 13 Unlimited 13.2 Classification Trees 00:00:00 Chapter 14: Unsupervised Machine Learning 14.1 Unsupervised Machine Learning 00:00:00 Chapter 15: Clustering Methods 15.1 Clustering Methods 00:00:00

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