12 References

12.1 Introduction

2019 Curriculum

R for Data Science

12.2 Fundamentals

Comparison of programming languages

Advance R - data strucutres

Pipe operator in R

R Markdown

Jupyter notebooks

Tidyverse library

12.3 Workflows

bookdown github repository

S3 classes in R

12.4 Algorithms

“Data Structures and Algorithms in Java, Sixth Edition”, Goodrich, Tamassia, and Goldwasser 2014 Data structures in R

12.5 Version Control

git

git book

12.6 Data Visualtisation

ONS ASMR data

A Practical Guide to Data Visualisation by Julian Ellacott & Paul Teggin, Presented to The Staple Inn Actuarial Society Staple Inn, 4 February 2014

12.7 Modelling

“Algorithm AS 136: A K-Means Clustering Algorithm”, Hartigan and Wong 1979