This repository aims to map the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, regulation and beyond.

A command line tool to easily add an ethics checklist to your data science projects.

website, lectures, and other material for Columbia University course "data: past, present, and future"

A reading list and fortnightly discussion group designed to provoke discussion about ethical applications of, and processes for, data science.

Lesson guide and textbook for "Data as a Science" course.

Data Hazards is a project to find a shared vocabulary for talking about worst-case scenarios of data science - and to use that vocabulary to help people understand and avoid Data Hazards.

Google Data Analytics Professional Certificate on Coursera. (All assignments, challenges, and capstones)

The fast.ai data ethics course

A repo that takes you through some principles about data privacy based on the Kenya Data Protection Act and General Data Protection Regulation. Useful for a data person.

Handling and Sharing Qualitative Data Responsibly and Effectively

Ethical AI Powered by Creative Commons

The project advocates for the implementation of data ethics principles to contribute to an overall improvement in the efficiency, fairness, and transparency of the criminal justice system.

An automated survey of literature and curricula surrounding ethics in data science. WIP.

US Income Tax Audit Algorithms

Google Data Analytics Professional Certificate program instructs on how to clean and organize data for analysis, and complete analysis and calculations using spreadsheets, SQL, Tableau and R programming.

Mitigate machine learning bias to ensure data ethics in U.S. national home mortgage dataset.

Data mining and predictive analytics to identify early indicators of potential customer churn in the banking industry, ultimately improving customer retention.

How Team Performance Impacts Player Statistics, and the Impact of Context on Data Analysis: Data Ethics 259 Independent Project

Capstone projects of the Google Data Analytics Professional Certification

Learning materials, assignments, and helpful resources for professional certification. Completed October 2022