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0.
Preparation
1.
Introduction
Reading
Lecture
Lab
Lab answers
2.
Visualization
Basics of ggplot
Reading
Lecture
Lab
Lab answers
3.
Model accuracy and fit
Reading
Lecture
Lab
Lab answers
4.
Linear Regression ++
Reading
Lecture
Lab
Lab answers
Basics: Data Importing
Basics: dplyr
5.
Classification
Reading
Lecture
Lab
Lab answers
6.
Interactive Data Visualization
Reading
Lecture
Lab
Lab answers
Code shiny app lab 6
7.
Tree Based Methods
Reading
Lecture
Lab
Lab answers
8.
Text Mining
Reading
Lecture
Lab
Lab answers
9.
Network Analysis
Reading
Lecture
Lab
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Exam
Assignments
Group assignment - part 1
Final Group Assignment
Clear History
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Applied Data Science and Visualization
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Week 9 Network Analysis
> Required Readings
Required Readings
First Course in Network Science
. (chapter 0) by Filippo Menczer, Santo Fortunato, and Clayton A. Davis
Network Science
by Albert-Laszlo Barabasi - Subchapters 2.2, 2.3, 2.4, 2.8, 9.1 and 9.2
Centrality
David Garcia, 2021