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Data Science and Machine Learning Masterclass with R
INTRODUCTION TO DATA SCIENCE
Trainer Introduction (2:33)
Free $497 Bonus Inside
Introduction to Business Analytics (13:38)
Application of Business Analytics (12:23)
Introduction to Machine Learning (12:31)
How to switch your career into ML (14:56)
How to switch your career into ML #2 (3:31)
Course Curriculum Overview
What We are Going to Cover in the Course (22:41)
INTRODUCTION TO R
Introduction to R (15:07)
Setting up R (11:08)
R Programming
R Operator (13:45)
R Loop (12:02)
R Function (13:20)
R Function #2 (10:10)
R Function part #3 [ Writing Function ] (5:57)
R Data Structure
An Introduction of R Data Structure + Vector (11:13)
Matrix, Array and Data Frame (14:37)
A Deep Drive to R Data Frame (13:02)
Factor (4:12)
List (6:19)
Import and Export in R
Import CSV Data in R (9:26)
Import Text Data in R (3:19)
Import Excel, Web Data in R (12:47)
Export Data in R - Text (4:07)
Export Data in R - CSV & Excel (2:37)
Data Manipulation
Data Manipulation - Apply Function (13:15)
Data Manipulation - select (11:46)
Data Manipulation - mutate (14:28)
Data Manipulation - filter (14:11)
Data Manipulation - arrange (9:38)
Data Manipulation - Pipe Operator (11:26)
Data Manipulation - group by (8:30)
Data Manipulation - Date (10:35)
Data Visualization
Scatter Plot (12:01)
mfrow (7:37)
pch (12:30)
Color (1:19)
Line Chart (3:21)
Bar Plot (7:05)
Pie Chart (6:43)
histogram (7:06)
Density Plot (2:26)
Boxplot (5:01)
Mosaic Plot (7:59)
3D Plot (10:39)
Correlation Plot and Word Cloud (9:02)
ggplot 2-part1 (14:03)
ggplot2-part2 (8:08)
ggplot2-part3 (15:04)
Introduction To Statistics
Intro to Statistics-Part 1 (13:25)
Intro To Statistics -Part2 (8:53)
Intro To Statistics - Part 3 (14:55)
Intro To Statistics -part4 (4:15)
Intro To Statistics -Part 5 (15:09)
Intro To Statistics -Part 6 (8:21)
Intro To Statistics-Part7 (15:04)
Intro To Statistics-Part8 (10:45)
Intro To Statistics - Part9 (10:24)
Intro To Statistics-Part 10 (14:34)
Intro To Statistics -Part11 (7:11)
HYPOTHESIS Testing
Hypothesis Testing Intro -Part 1 (10:08)
Hypothesis Testing Intro -Part 2 (11:28)
Hypothesis Testing Intro -Part 3 (14:21)
Hypothesis Testing Intro -Part 4 (6:01)
Hypothesis Testing in Practice
Hypothesis Testing in Practice-Part 1 (15:04)
Hypothesis Testing in Practice-Part2 (9:36)
Hypothesis Testing In Practice - Part3 (14:16)
Hypothesis Testing in Practice -Part4 (12:36)
Hypothesis Testing in Practice -Part5 (10:29)
Hypothesis Testing in Practice -Part6 (13:46)
Chi Square -Part1 (11:19)
Chi Square -Part2 (14:57)
ANOVA-Part 1 (12:30)
ANOVA-Part 2 (14:20)
Chapter Summary of Hypothesis Testing (5:08)
ggplot2-part2
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