Mitigate machine learning bias to ensure data ethics in U.S. national home mortgage dataset.
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Updated
Jul 14, 2018 - Jupyter Notebook
Mitigate machine learning bias to ensure data ethics in U.S. national home mortgage dataset.
Lesson guide and textbook for "Data as a Science" course.
US Income Tax Audit Algorithms
An automated survey of literature and curricula surrounding ethics in data science. WIP.
Capstone projects of the Google Data Analytics Professional Certification
The fast.ai data ethics course
This is the PDF of the slides from our group discussion on ethics in data science!
How Team Performance Impacts Player Statistics, and the Impact of Context on Data Analysis: Data Ethics 259 Independent Project
Learning materials, assignments, and helpful resources for professional certification. Completed October 2022
Google Data Analytics Professional Certificate on Coursera. (All assignments, challenges, and capstones)
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.
The objective of this project is to create a user-friendly notebook for health researchers who may lack expertise in computer science or data science. The notebook is designed to analyze the ethical and biased aspects of a given dataset, with an emphasis on fairness.
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.
This repository aims to map the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, regulation and beyond.
website, lectures, and other material for Columbia University course "data: past, present, and future"
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.
A command line tool to easily add an ethics checklist to your data science projects.
A reading list and fortnightly discussion group designed to provoke discussion about ethical applications of, and processes for, data science.
Add a description, image, and links to the data-ethics topic page so that developers can more easily learn about it.
To associate your repository with the data-ethics topic, visit your repo's landing page and select "manage topics."