IIRF Online > Development > Data Science > Machine Learning > Data Science and Machine Learning Bootcamp with R

Data Science and Machine Learning Bootcamp with R by Udemy

Learn how to use the R programming language for data science and machine learning and data visualization!

Highlight Curriculam FAQs

Course Highlights

Program in R
Use R for Data Analysis
Create Data Visualizations
Use R to handle csv,excel,SQL files or web scraping
Use R to manipulate data easily
Use R for Machine Learning Algorithms
Use R for Data Science

Skills you will learn!

DevelopmentData ScienceMachine Learning

Curriculum

Expand All

4 Topics

Introduction to Course

Course Curriculum

What is Data Science?

Course FAQ

3 Topics

How to Get Help in the Course!

Welcome to the Course.

Installation and Set-Up

1 Topic

Windows Installation Procedure

1 Topic

Mac OS Installation Procedure

1 Topic

Linux/Unbuntu Installation Procedure

3 Topics

Development Environment Overview

Course Notes

Guide to RStudio

11 Topics

Introduction to R Basics

Arithmetic in R

Variables

R Basic Data Types

Vector Basics

Vector Operations

Comparison Operators

Vector Indexing and Slicing

Getting Help with R and RStudio

R Basics Training Exercise

R Basics Training Exercise - Solutions Walkthrough

8 Topics

Introduction to R Matrices

Creating a Matrix

Matrix Arithmetic

Matrix Operations

Matrix Selection and Indexing

Factor and Categorical Matrices

Matrix Training Exercise

Matrix Training Exercises - Solutions Walkthrough

7 Topics

Introduction to R Data Frames

Data Frame Basics

Data Frame Indexing and Selection

Overview of Data Frame Operations - Part 1

Overview of Data Frame Operations - Part 2

Data Frame Training Exercise

Data Frame Training Exercises - Solutions Walkthrough

1 Topic

List Basics

6 Topics

Introduction to Data Input and Output with R

CSV Files with R

Note on R with Excel Download

Excel Files with R

SQL with R

Web Scraping with R

10 Topics

Introduction to Programming Basics

Logical Operators

if else and else if Statements

Conditional Statements Training Exercise

Conditional Statements Training Exercise - Solutions Walkthrough

While Loops

For Loops

Functions

Functions Training Exercise

Functions Training Exercise - Solutions

6 Topics

Introduction to Advanced R Programming

Built-in R Features

Apply

Math Functions with R

Regular Expressions

Dates and Timestamps

8 Topics

Data Manipulation Overview

Guide to Using Dplyr

Guide to Using Dplyr - Part 2

Pipe Operator

Quick note on Dpylr exercise

Dplyr Training Exercise

Dplyr Training Exercise - Solutions Walkthrough

Guide to Using Tidyr

10 Topics

Overview of ggplot2

Histograms

Scatterplots

Barplots

Boxplots

2 Variable Plotting

Coordinates and Faceting

Themes

ggplot2 Exercises

ggplot2 Exercise Solutions

3 Topics

Data Visualization Project

Data Visualization Project - Solutions Walkthrough - Part 1

Data Visualization Project Solutions Walkthrough - Part 2

2 Topics

Overview of Plotly and Interactive Visualizations

Resources for Plotly and ggplot2

2 Topics

Introduction to Capstone Project

Capstone Project Solutions Walkthrough

2 Topics

ISLR PDF

Introduction to Machine Learning

4 Topics

Introduction to Linear Regression

Linear Regression with R - Part 1

Linear Regression with R - Part 2

Linear Regression with R - Part 3

3 Topics

Introduction to Linear Regression Project

ML - Linear Regression Project - Solutions Part 1

ML - Linear Regression Project - Solutions Part 2

3 Topics

Introduction to Logistic Regression

Logistic Regression with R - Part 1

Logistic Regression with R - Part 2

4 Topics

Introduction to Logistic Regression Project

Logistic Regression Project Solutions - Part 1

Logistic Regression Project Solutions - Part 2

Logistic Regression Project - Solutions Part 3

2 Topics

Introduction to K Nearest Neighbors

K Nearest Neighbors with R

2 Topics

Introduction K Nearest Neighbors Project

K Nearest Neighbors Project Solutions

2 Topics

Introduction to Tree Methods

Decision Trees and Random Forests with R

3 Topics

Introduction to Decision Trees and Random Forests Project

Tree Methods Project Solutions - Part 1

Tree Methods Project Solutions - Part 2

2 Topics

Introduction to Support Vector Machines

Support Vector Machines with R

3 Topics

Introduction to SVM Project

Support Vector Machines Project - Solutions Part 1

Support Vector Machines Project - Solutions Part 2

2 Topics

Introduction to K-Means Clustering

K Means Clustering with R

2 Topics

Introduction to K Means Clustering Project

K Means Clustering Project - Solutions Walkthrough

3 Topics

Introduction to Natural Language Processing

Natural Language Processing with R - Part 1

Natural Language Processing with R - Part 2

2 Topics

Introduction to Neural Nets

Neural Nets with R

2 Topics

Introduction to Neural Nets Project

Neural Nets Project - Solutions

1 Topic

Bonus Lecture:

Write a Review

Data Science and Machine Learning Bootcamp with R

Go to Paid Course

Data Science and Machine Learning Bootcamp with R by Udemy

Course Highlights

Skills you will learn!

Curriculum

Related Machine Learning Courses

The Complete Machine Learning Course with Python

Certificate in Unsupervised Machine Learning

Machine Learning Projects

IPL Winner Prediction using Machine Learning

Salary Prediction based on experience using ML

Master Data Science & Machine Learning in Python

Machine Learning: Random Forests & Decision Trees

Introduction to Data Science and Supervised Machine Learning

Machine Learning for Absolute Beginners - Level 1

IBM Data Analyst

Machine Learning, Data Science and Generative AI with Python

Machine Learning Interview Questions and Answers

Machine Learning Pipeline

HarvardX: Machine Learning and AI with Python

Machine Learning with Mahout Certification Training

IBM Data Science

Experimental Design for Machine Learning

Machine Learning Specialization

Machine Learning: Perceptrons

Machine Learning with Python

Data Science and Machine Learning Bootcamp with R

Machine Learning Course

IBM Machine Learning

Machine Learning: Logistic Regression

IBM AI Developer

Get in Touch with Us

Quick links

Latest Ranking

Popular Specializations

Data Science and Machine Learning Bootcamp with R by Udemy

Course Highlights

Skills you will learn!

Curriculum

Course Introduction

Course Best Practices

Windows Installation Set-Up

Mac OS Installation Set-Up

Linux Installation

Development Environment Overview

Introduction to R Basics

R Matrices

R Data Frames

R Lists

Data Input and Output with R

R Programming Basics

Advanced R Programming

Data Manipulation with R

Data Visualization with R

Data Visualization Project

Interactive Visualizations with Plotly

Capstone Data Project

Introduction to Machine Learning with R

Machine Learning with R - Linear Regression

Machine Learning Project - Linear Regression

Machine Learning with R - Logistic Regression

Machine Learning Project - Logistic Regression

Machine Learning with R - K Nearest Neighbors

Machine Learning Project - K Nearest Neighbors

Machine Learning with R - Decision Trees and Random Forests

Machine Learning Project - Decision Trees and Random Forests

Machine Learning with R - Support Vector Machines

Machine Learning Project - Support Vector Machines

Machine Learning with R - K -means Clustering

Machine Learning Project - K - means Clustering

Machine Learning with R - Natural Language Processing

Machine Learning with R - Neural Nets

Machine Learning Project - Neural Nets

Bonus Section

Related Machine Learning Courses

The Complete Machine Learning Course with Python

Certificate in Unsupervised Machine Learning

Machine Learning Projects

IPL Winner Prediction using Machine Learning

Salary Prediction based on experience using ML

Master Data Science & Machine Learning in Python

Machine Learning: Random Forests & Decision Trees

Introduction to Data Science and Supervised Machine Learning

Machine Learning for Absolute Beginners - Level 1

IBM Data Analyst

Machine Learning, Data Science and Generative AI with Python

Machine Learning Interview Questions and Answers

Machine Learning Pipeline

HarvardX: Machine Learning and AI with Python

Machine Learning with Mahout Certification Training

IBM Data Science

Experimental Design for Machine Learning

Machine Learning Specialization

Machine Learning: Perceptrons

Machine Learning with Python

Data Science and Machine Learning Bootcamp with R

Machine Learning Course

IBM Machine Learning

Machine Learning: Logistic Regression

IBM AI Developer

Get in Touch with Us

Quick links

Latest Ranking

Popular Specializations