Data Science And Machine Learning Bootcamp With R

Tags: Machine Learning

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

Last updated 2022-01-10 | 4.7

- Program in R
- Use R for Data Analysis
- Create Data Visualizations

What you'll learn

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

* Requirements

* Computer Access with download privileges.
* Basic Math Skills

Description

Data Scientist has been ranked the number one job on Glassdoor and the average salary of a data scientist is over $120,000 in the United States according to Indeed! Data Science is a rewarding career that allows you to solve some of the world's most interesting problems!

This course is designed for both complete beginners with no programming experience or experienced developers looking to make the jump to Data Science!

This comprehensive course is comparable to other Data Science bootcamps that usually cost thousands of dollars, but now you can learn all that information at a fraction of the cost! With over 100 HD video lectures and detailed code notebooks for every lecture this is one of the most comprehensive course for data science and machine learning on Udemy!

We'll teach you how to program with R, how to create amazing data visualizations, and how to use Machine Learning with R! Here a just a few of the topics we will be learning:

Programming with R
Advanced R Features
Using R Data Frames to solve complex tasks
Use R to handle Excel Files
Web scraping with R
Connect R to SQL
Use ggplot2 for data visualizations
Use plotly for interactive visualizations
Machine Learning with R, including:
Linear Regression
K Nearest Neighbors
K Means Clustering
Decision Trees
Random Forests
Data Mining Twitter
Neural Nets and Deep Learning
Support Vectore Machines
and much, much more!

Enroll in the course and become a data scientist today!

Who this course is for:

Anyone interested in becoming a Data Scientist

Course content

35 sections • 129 lectures

Course Introduction 4 lectures

Introduction to Course Preview 02:33

Learn about the course!

Course Curriculum Preview 02:02

Overview of Course Curriculum!

What is Data Science? Preview 03:49

Learn about Data Science and what it really is!

Course FAQ Preview 00:38

Frequently Asked Questions for the Course.

Course Best Practices 3 lectures

How to Get Help in the Course! Preview 01:09

Learn how to get help in the course!

Welcome to the Course.

Learn how to get help!

Installation and Set-Up Preview 00:12

Set-up Time!

Windows Installation Set-Up 1 lectures

Windows Installation Procedure Preview 06:19

Learn how to install R on Windows!

Mac OS Installation Set-Up 1 lectures

Mac OS Installation Procedure Preview 05:26

Get everything set up on your Mac!

Linux Installation 1 lectures

Linux/Unbuntu Installation Procedure Preview 00:41

Get set up on your Linux/Ubuntu OS!

Development Environment Overview 3 lectures

Development Environment Overview Preview 00:21

Development Environment Overview

Course Notes Preview 09:00

Zip file Download of Course Notes!

Guide to RStudio Preview 12:33

Learn all about RStudio!

Introduction to R Basics 11 lectures

Introduction to R Basics Preview 02:27

Introduction to R Basics Section

Arithmetic in R Preview 04:30

Learn how to use R as a calculator!

Variables Preview 05:25

Learn how to use Variables in R!

R Basic Data Types Preview 05:31

Learn about R Data Types

Vector Basics Preview 07:35

Learn about Vectors in R!

Vector Operations Preview 04:23

Learn about Vector Operations!

Comparison Operators Preview 06:30

Learn about Comparison Operators

Vector Indexing and Slicing Preview 09:36

Learn how to index and slice data from vectors!

Getting Help with R and RStudio Preview 02:12

Learn how to get help from within R and RStudio!

R Basics Training Exercise Preview 02:12

Overview of Training Exercise

R Basics Training Exercise - Solutions Walkthrough Preview 07:21

Solutions to Training Exercise

R Matrices 8 lectures

Introduction to R Matrices Preview 00:48

Introduction to R Matrices!

Creating a Matrix Preview 10:23

Learn how to create a matrix in R!

Matrix Arithmetic Preview 04:15

Learn about Matrix Arithmetic!

Matrix Operations Preview 05:22

Learn about Matrix Operations in R!

Matrix Selection and Indexing Preview 06:34

Learn how to grab data from a Matrix!

Factor and Categorical Matrices Preview 08:14

Learn about Factor and Categorical Matrices!

Matrix Training Exercise Preview 01:00

Overview of Training Exercise

Matrix Training Exercises - Solutions Walkthrough Preview 13:10

Solutions to the Training Exercise

R Data Frames 7 lectures

Introduction to R Data Frames Preview 00:44

Introduction to R Data Frames!

Data Frame Basics Preview 08:43

Learn the Basics of Data Frames in R!

Data Frame Indexing and Selection Preview 09:15

Learn how to grab data from a Data Frame in R!

Overview of Data Frame Operations - Part 1 Preview 15:58

Get an overview of the variety of operations you can use on a Data Frame in R!

Overview of Data Frame Operations - Part 2 Preview 18:40

Get an overview of the variety of operations you can use on a Data Frame in R!

Data Frame Training Exercise Preview 01:06

Overview of Training Exercise

Data Frame Training Exercises - Solutions Walkthrough Preview 15:07

Solutions to the Training Exercise

R Lists 1 lectures

List Basics Preview 09:00

Learn the basics of Lists in R!

Data Input and Output with R 6 lectures

Introduction to Data Input and Output with R Preview 00:24

Learn how to input and export data in R!

CSV Files with R Preview 06:09

Learn how to work with CSV files in R!

Note on R with Excel Download Preview 00:49

Excel Files with R Preview 11:43

Learn how to work with Excel Files in R!

SQL with R Preview 09:56

Learn about your various options for SQL and R!

Web Scraping with R Preview 06:52

Learn about rvest and webscraping with R!

R Programming Basics 10 lectures

Introduction to Programming Basics Preview 00:58

Intro to Programming Basics

Logical Operators Preview 08:05

Learn about Logical Operators!

if, else, and else if Statements Preview 14:59

Learn about if, else, and else if Statements in R!

Conditional Statements Training Exercise Preview 01:27

Overview of Training Exercise

Conditional Statements Training Exercise - Solutions Walkthrough Preview 12:05

Solutions to the Training Exercise

While Loops Preview 06:52

Learn about While Loops in R!

For Loops Preview 12:28

Learn about For Loops in R!

Functions Preview 19:15

Learn how to create functions in R!

Functions Training Exercise Preview 02:14

Test your functions knowledge!

Functions Training Exercise - Solutions Preview 20:15

Solutions to the Training Exercise

Advanced R Programming 6 lectures

Introduction to Advanced R Programming Preview 00:53

Intro to Advanced R Programming Section!

Built-in R Features Preview 09:49

Learn about Built-in R Features!

Apply Preview 15:16

Learn how to use the Apply family of functions in R!

Math Functions with R Preview 03:22

Learn about various Math Functions in R!

Regular Expressions Preview 05:16

Learn about Regular Expressions and Pattern Recognition in R!

Dates and Timestamps Preview 12:07

Learn about Dates and Timestamps in R!

Data Manipulation with R 8 lectures

Data Manipulation Overview Preview 00:40

Overview of Dplyr and Tidyr

Guide to Using Dplyr Preview 11:42

Get a guide to using Dplyr in R

Guide to Using Dplyr - Part 2 Preview 10:04

Part 2 of Guide to using Dplyr in R!

Pipe Operator Preview 06:19

Pipe Operator

Quick note on Dpylr exercise Preview 00:12

Quick note

Dplyr Training Exercise Preview 01:09

Overview of Training Exercise

Dplyr Training Exercise - Solutions Walkthrough Preview 06:47

Solutions to the Training Exercise