Lockdown to R-Full-Stack
Overview
Expect To Have Lucid Dreams
Motivation
In Retrospect
1
Introduction
2
Data Science Toolbox
2.1
More Than a Statistical Language
2.2
Course Layout
2.3
What is Data Science?
2.4
What is Data?
2.5
What is a data scientist?
3
Getting and Cleaning Data
4
R Programming
5
Applications
5.1
Example one
5.2
Example two
6
Final Words
7
Reproducible Research
8
Regression Models
9
Practical Machine Learning
10
Developing Data Products
11
Data Science Capstone
11.1
First Week
11.2
Text Mining
11.3
Corpus
11.4
Tokenization
11.5
Next Step
References
Published with bookdown
Lockdown to R-Full-Stack
9
Practical Machine Learning