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5023Y
:
Data Science for Biologists
Show table of contents
Table of contents
Overview
Get Started in R
1
Introduction to R and RStudio
2
R Basics
Exploring Data
3
Loading data
4
Data wrangling part one
5
Data wrangling part two
6
Data visualisation with ggplot2
Literate Programming and Reproducibility
7
Markdown
8
Github
R Programming
9
Functions
10
Iteration
Advanced Data Insights
11
Data Insights part one
12
Data insights part two
Statistics
13
Introduction to statistics
14
Introduction to Linear Models
15
Testing
16
Regression
17
ANOVA
18
Multivariate linear models
19
Complex models
20
Generalized Linear Models
Advanced topics
21
Mixed models
22
Generalised Additive Models
23
Survival models
24
Unsupervised Machine Learning
25
Power analysis
Appendices
A
Installing R
B
Updating R, RStudio, and packages
C
Exporting files from the server
D
Symbols
E
Base R vs. Tidyverse
License
References
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24
Unsupervised Machine Learning
23
Survival models
25
Power analysis
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24
Unsupervised Machine Learning
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