Appendices
References
Effective Data Science
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About this Course
Effective Workflows
1
Organising your work
2
Naming Files
3
Code
Workflows Checklist
Acquiring and Sharing Data
4
Tabular Data
5
Web Scraping
6
APIs
Checklist
Data Exploration and Visualisation
7
Data Wrangling
8
Exploratory Data Analysis
9
Data Visualisation
Checklist
Preparing for Production
10
Reproducibility
11
Explainability
12
Scalability
Checklist
Data Science Ethics
13
Privacy
14
Fairness
15
Codes of Conduct
Checklist
Appendices
A
Reading List
References
References
A
Reading List