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|DATA SCIENCE AND MACHINE LEARNING COURSE INTRO|
|Data Science and Machine Learning Intro Section Overview||00:03:00|
|What is Data Science?||00:10:00|
|Machine Learning Overview||00:06:00|
|Who is This Course For?||00:03:00|
|Data Science + Machine Learning Marketplace||00:05:00|
|Data Science and Machine Learning Job Opportunities||00:03:00|
|Data Science Job Roles||00:05:00|
|GETTING STARTED WITH R|
|Getting Started with R||00:11:00|
|Working with Files||00:12:00|
|DATA TYPES AND STRUCTURES IN R|
|Data Types and Structures in R Section Overview||00:31:00|
|Vectors Part One||00:20:00|
|Vectors Part Two||00:25:00|
|Vectors – Missing Values||00:16:00|
|Vectors – Coercion||00:15:00|
|Vectors – Naming||00:11:00|
|Vectors – Misc||00:06:00|
|Working with Lists||00:32:00|
|Introduction to Data Frames||00:20:00|
|Creating Data Frames||00:20:00|
|Data Frames – Helper Functions||00:32:00|
|Data Frames – Tibbles||00:40:00|
|Intermedia R Section Introduction||00:47:00|
|Working with Loops||00:08:00|
|Working with Functions||00:15:00|
|Working with Packages||00:12:00|
|Working with Factors||00:29:00|
|Dates and Times||00:31:00|
|Working with Databases||00:28:00|
|DATA MANIPULATION IN R|
|Data Manipulation Section Intro||00:37:00|
|The Pipe Operator||00:15:00|
|The Filter Verb||00:22:00|
|The Select Verb||00:47:00|
|The Mutate Verb||00:32:00|
|The Arrange Verb||00:11:00|
|The Arrange Verb||00:11:00|
|DATA VISUALIZATION IN R|
|Data Visualization in R Section Intro||00:18:00|
|Getting Started with Data Visualization in R||00:16:00|
|Single Variable Plots||00:37:00|
|Two Variable Plots||00:21:00|
|Facets, Layering, and Coordinate Systems||00:18:00|
|Styling and Saving||00:12:00|
|CREATING REPORTS WITH R MARKDOWN|
|Introduction to R Markdown||00:29:00|
|BUILDING WEBAPPS WITH R SHINY|
|Introduction to R Shiny||00:27:00|
|Creating A Basic R Shiny App||00:32:00|
|Other Examples with R Shiny||00:35:00|
|INTRODUCTION TO MACHINE LEARNING|
|Introduction to Machine Learning Part One||00:22:00|
|Introduction to Machine Learning Part Two||00:47:00|
|Data Preprocessing Intro||00:28:00|
|LINEAR REGRESSION: A SIMPLE MODEL|
|Linear Regression – A Simple Model Intro||00:26:00|
|A Simple Model||00:54:00|
|EXPLORATORY DATA ANALYSIS|
|Exploratory Data Analysis Intro||00:26:00|
|Hands-on Exploratory Data Analysis||01:03:00|
|LINEAR REGRESSION - A REAL MODEL|
|Linear Regression – Real Model Section Intro||00:33:00|
|Linear Regression in R – Real Model||00:53:00|
|Introduction to Logistic Regression||00:38:00|
|Logistic Regression in R||00:40:00|
|STARTING A CAREER IN DATA SCIENCE|
|Starting a Data Science Career Section Overview||00:03:00|
|Creating A Data Science Resume||00:07:00|
|Getting Started with Freelancing||00:05:00|
|Top Freelance Websites||00:06:00|
|Networking Do’s and Don’ts||00:04:00|
|Setting Up a Website||00:04:00|