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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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