accountability

A curated list of awesome machine learning interpretability resources.

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

H2O.ai Machine Learning Interpretability Resources

A library that implements fairness-aware machine learning algorithms

Modular Python Toolbox for Fairness, Accountability and Transparency Forensics

Project Lockdown (an initiative from The IO Foundation) is a civic tech, interactive platform providing an overview of the state of Human and Digital Rights around the globe. It evaluates policies obtained from official sources that may impact their observance. It provides, among other tools, a layered map interface that allows for a visual representation of the policies adopted, assisting a broad range of stakeholders in understanding the global state of their Rights. This empowers them to become active agents of global change.

A Python wrapper for the OpenFEC API.

Custom Python/Django CMS - Transparency for Public Projects (used for BERwatch/BLBwatch)

Plugin to make WordPress more Wiki-like by allowing more than one person to edit the same Post, Page, or Custom Post Type at the same time. When there are conflicting edits, it helps users to view, compare, and merge changes before saving.

WordPress plugin that enables updates to published content to be held in a draft state, or to be submitted for moderation and approval before they go live. It makes WP’s native Revisions more accountable by extending the system’s tracking of changes to taxonomy items and featured images, and improves the ‘Compare Revisions’ interface.

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

youtube & tiktok analysis + youchoose recommendation custmizer. backend, extensions, and tooling

Chilean Municipalities Information System (SINIM) Wrapper 📈🏛🇨🇱

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

Open source for https://starcitizentracker.github.io/

SenateTrades: what stocks are your senators buying?

A dataset on unclassified training activities for non-US security forces arranged and funded by the United States Department of State and Department of Defence between 2001 and 2021. Sources, scraping, cleaning and publishing toolset included. Search and explore the data at: https://trainingdata.securityforcemonitor.org

Data on Digital Media and Technology Expenditures in the United States Congress

A curated list of tools and resources for online adult content/porn filtering

Engine of our parliamentary monitoring platform

Unofficial pdf/epub of the content of "re:Work" from Google Inc. Link to the pdf/epub: https://github.com/daniperez/rework/releases

Draft, explain, debate, change, and visualize a sample bill.

Open Accountability Bot

A FullStack website for hotels having room allotments, checkins, checkout records, billing,etc.

FalconNet is an Information System providing command & control functionality to USAFA personnel included but not limited to accountability, Stan/Eval grading, and unit management.

Virginia Campaign Finance (CF) Reports

Backend of our parliamentary monitoring platform

Frontend of our parliamentary monitoring platform

An application for users to set goals for their health and productivity. These goals are tied to a timer the user can use to hold themselves accountable for the time spent on each activity. The client-side interface is fluid and responsive, with localStorage implemented to keep track of the users activity logs.