Section 1 : Getting Started

Lecture 1 Introduction to R 00:13:40 Duration
Lecture 2 About Certification
Lecture 3 Section 1 Material

Section 2 : Your first R Session

Lecture 1 Finding your way around R
Lecture 2 .Exercise Answers - Finding your way around R 00:02:45 Duration
Lecture 3 Basic Commands 00:08:07 Duration
Lecture 4 Exercise Answers - Basic Commands 00:02:40 Duration
Lecture 5 Operators 00:04:36 Duration
Lecture 6 Exercise Answers - Operators 00:02:09 Duration
Lecture 7 Miscellaneous 00:09:22 Duration
Lecture 8 Exercise Answers - Miscellaneous 00:02:07 Duration
Lecture 9 Intro to R Studio
Lecture 10 Section 2 Material

Section 3 : Basics - Objects and Data Types

Lecture 1 Data Types 00:12:06 Duration
Lecture 2 Exercise Answers - Data Types 00:03:42 Duration
Lecture 3 Object Types 00:15:44 Duration
Lecture 4 Exercise Answers - Object Types 00:01:30 Duration
Lecture 5 Vectors 00:11:20 Duration
Lecture 6 Exercise Answers - Vectors 00:01:43 Duration
Lecture 7 Arrays and Matrices 00:14:51 Duration
Lecture 8 Exercise Answers - Arrays and Matrices 00:02:59 Duration
Lecture 9 Factors and Lists 00:07:17 Duration
Lecture 10 Exercise Answers - Factors and Lists 00:06:34 Duration
Lecture 11 Data Frames and Tables 00:09:49 Duration
Lecture 12 Exercise Answers - Data Frames and Tables 00:05:15 Duration
Lecture 13 Section 3 Material

Section 4 : Importing Data into R

Lecture 1 Text Files
Lecture 2 Exercise Answers - Text File 00:01:32 Duration
Lecture 3 Spreadsheets - Excel Files 00:04:25 Duration
Lecture 4 Exercise Answers - Excel Files 00:02:27 Duration
Lecture 5 Section 4 Material

Section 5 : Data MiningManipulation

Lecture 1 Vector Operations 00:14:26 Duration
Lecture 2 Exercise Answers - Vector Operations 00:03:13 Duration
Lecture 3 Array Operations 00:10:50 Duration
Lecture 4 Exercise Answers - Array Operations 00:03:14 Duration
Lecture 5 Matrix Operations 00:11:53 Duration
Lecture 6 Exercise Answers - Matrix Operations 00:03:31 Duration
Lecture 7 Data Frame Operations 00:14:05 Duration
Lecture 8 Exercise Answers - Data Frame Operation 00:03:50 Duration
Lecture 9 Factor Operations 00:11:13 Duration
Lecture 10 Exercise Answers - Factor Operations 00:03:32 Duration
Lecture 11 Operations on Text 00:11:47 Duration
Lecture 12 Exercise Answers - Operations on Text 00:02:42 Duration
Lecture 13 Operations on Dates 00:12:20 Duration
Lecture 14 Exercise Answers - Operations on Dates 00:03:23 Duration
Lecture 15 Section 5 Material

Section 6 : Loops and Conditions

Lecture 1 Loops and Conditions 00:07:35 Duration
Lecture 2 Section 6 Materia

Section 7 : Statistics

Lecture 1 Descriptive Statistics
Lecture 2 Exercise Answers - Descriptive Statistics 00:03:29 Duration
Lecture 3 Probability Distributions 00:10:53 Duration
Lecture 4 Exercise Answers - Probability Distribution 00:01:27 Duration
Lecture 5 Hypothesis Testing - One and Two Sample T-tests 00:12:28 Duration
Lecture 6 Exercise Answers - Hypothesis Testing - One and Tw 00:03:22 Duration
Lecture 7 Hypothesis Testing - KS-test and F-test 00:06:12 Duration
Lecture 8 Exercise Answers - Hypothesis Testing - KS-test an 00:01:38 Duration
Lecture 9 Linear Modeling - Working with Formula Objects 00:08:24 Duration
Lecture 10 Exercise Answers - Linear Modeling - Working with 00:01:53 Duration
Lecture 11 Linear Modeling - Generating a Linear Model 00:10:36 Duration
Lecture 12 Exercise Answers - Linear Modeling - Generating a 00:04:19 Duration
Lecture 13 Linear Modeling - Updating a Linear Model 00:04:31 Duration
Lecture 14 Exercise Answers - Linear Modeling - Updating a L 00:01:37 Duration
Lecture 15 Generalized Linear Models 00:08:01 Duration
Lecture 16 Non-Linear Regression 00:08:10 Duration
Lecture 17 Exercise Answers - Non Linear Regression 00:02:22 Duration
Lecture 18 Tree Models 00:08:15 Duration
Lecture 19 Exercise Answers - Tree Models 00:14:02 Duration

Section 8 : Graphics

Lecture 1 Univariate-Plots-Part-I-Exercise
Lecture 2 Univariate Plots - I 00:04:10 Duration
Lecture 3 Exercise Answers - Univariate Plots - I 00:03:53 Duration
Lecture 4 Univariate Plots - II 00:13:25 Duration
Lecture 5 Exercise Answers - Univariate Plots - II 00:02:30 Duration
Lecture 6 Multivariate Plots - I 00:14:32 Duration
Lecture 7 Exercise Answers - Multivariate Plots - I 00:04:25 Duration
Lecture 8 Multivariate Plots - II 00:11:42 Duration
Lecture 9 Exercise Answers - Multivariate Plots - II 00:03:58 Duration
Lecture 10 Formatting a Plot - Points 00:09:38 Duration
Lecture 11 Exercise Answers - Formatting a Plot - Points 00:03:58 Duration
Lecture 12 Formatting a Plot - Lines 00:09:03 Duration
Lecture 13 Exercise Answers - Formatting a Plot - Lines 00:02:38 Duration
Lecture 14 Formatting a Plot - Regions and Layout 00:12:57 Duration
Lecture 15 Formatting a Plot - Axes1 00:10:40 Duration
Lecture 16 Exercise Answers - Formatting a Plot - Axes 00:01:30 Duration
Lecture 17 Formatting a Plot - Text 00:10:22 Duration
Lecture 18 Exercise Answers - Formatting a Plot - Text 00:02:07 Duration
Lecture 19 Formatting a Plot - Color 00:06:09 Duration
Lecture 20 Exercise Answers - Formatting a Plot - Color 00:02:07 Duration
Lecture 21 Miscellaneous 00:05:12 Duration
Lecture 22 Exercise Answers - Miscellaneous 00:01:03 Duration
Lecture 23 Section 8 Material

Section 9 : Exporting Data out of R

Lecture 1 Text files 00:06:12 Duration
Lecture 2 Exercise Answers - Text Files 00:02:38 Duration
Lecture 3 Graphics 00:04:16 Duration
Lecture 4 Exercise Answers - Graphics 00:05:52 Duration
Lecture 5 Section 9 Material

Section 10 : Working with Functions

Lecture 1 Creating Functions 00:05:26 Duration
Lecture 2 Exercise Answers - Creating Functions 00:02:08 Duration
Lecture 3 Arguments of a Function 00:14:38 Duration
Lecture 4 Exercise Answers - Arguments of a Function 00:02:59 Duration
Lecture 5 Others 00:06:42 Duration
Lecture 6 Exercise Answers - Others 00:04:42 Duration
Lecture 7 Section 10 Material