Resources

Statistics

1. Against All Odds: Inside Statistics

Machine Learning

1. MLU-Explain (Visual explanations of core machine learning concepts)
2. Design Patterns for ML systems

Data Viz

1. Policy Viz - Data Visualisation Catalog
2. Inclusivity in Data Visualisations - Blog
3. Graphic Design with #ggplot2
4. RAWGraphs
5. A 100% stacked bar chart is just a cubist pie chart

Data-driven Narratives

1. Data Don’ts: Expert Tips to Avoid Misleading Audiences With Numbers

Data Publication

1. How to publish open data: a list of advice and tools
2. Sharing Data - What To Do With Your Processed Data

Other Guides

1. How to conduct surveys
2. Anonymisation And Personal Data
3. Using Data to Expose Systemic Gender-Based Violence — in 10 Steps

Tools

1. Tidy Data Tutor
2. AWK - Introduction

Books

1. Data Action: Using Data for Public Good
2. Data Playbook
3. Decoding FBI Crime Data

Courses

1. R and the Tidyverse for working with data
2. Teaching Tech Together
3. Data Trail
4. Select Star SQL
5. Data science for economists

Talks/Webinars

1. Data Cleaning Principles - Karl Broman
2. CENTER FOR THE ADVANCED STUDY OF INDIA (CASI) Data Seminar Series - 2023