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by Super Admin
Estimated Time
On demand video
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Data Science and Machine Learning Intro Section Overview
What is Data Science?
Machine Learning Overview
Who is This Course For?
Data Science + Machine Learning Marketplace
Data Science and Machine Learning Job Opportunities
Data Science Job Roles
Getting Started with R
R Basics
Working with Files
R Studio
Tidyverse Overview
Additional Resources
Data Types and Structures in R Section Overview
Basic Types
Vectors Part One
Vectors Part Two
Vectors - Missing Values
Vectors - Coercion
Vectors - Naming
Vectors - Misc
Creating Matrices
Working with Lists
Introduction to Data Frames
Creating Data Frames
Data Frames - Helper Functions
Data Frames - Tibbles
Intermedia R Section Introduction
Relational Operators
Logical Operators
Conditional Statements
Working with Loops
Working with Functions
Working with Packages
Working with Factors
Dates and Times
Functional Programming
Data Import/Export
Working with Databases
Data Manipulation Section Intro
Tidy Data
The Pipe Operator
The Filter Verb
The Select Verb
The Mutate Verb
The Arrange Verb
The Summarize Verb
Data Pivoting
String Manipulation
Web Scraping
JSON Parsing
Aesthetics Mappings
Single Variable Plots
Two Variable Plots
Facets, Layering, and Coordinate Systems
Styling and Saving
Data Visualization in R Section Intro
Getting Started with Data Visualization in R
Introduction to R Markdown
Introduction to R Shiny
Creating A Basic R Shiny App
Other Examples with R Shiny
Introduction to Machine Learning Part One
Introduction to Machine Learning Part Two
Data Preprocessing Intro
Data Preprocessing
Linear Regression - A Simple Model Intro
A Simple Model
Exploratory Data Analysis Intro
Hands-on Exploratory Data Analysis
Linear Regression - Real Model Section Intro
Linear Regression in R - Real Model
Introduction to Logistic Regression
Logistic Regression in R
Starting a Data Science Career Section Overview
Creating A Data Science Resume
Getting Started with Freelancing
Top Freelance Websites
Personal Branding
Networking Do's and Don'ts
Setting Up a Website
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