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aequitas

Bias and Fairness Audit Toolkit

analyzing-visualizing-data-powerbi

This repository contains the lab files and other resources for the free Microsoft course DAT207x: Analyzing and Visualizing Data with Power BI. To learn how to connect, explore, and visualize data with Power BI, sign up for this course on edX.

box-plots-sklearn

An implementation of some of the tools used by the winner of the box plots competition using scikit-learn.

compas-analysis

Data and analysis for 'Machine Bias'

courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

datasciencecapstone_oct2017

This is the winning submission for the Oct. 2017 Data Science Capstone challenge hosted by DrivenData for the Microsoft Professional Data Science curriculum on EdX

datasciencecoursera

For Week 4 Course Project

datasciencectacontent

repository for Community Mentor content related to the Johns Hopkins University Data Science Specialization on Coursera

datasharing

The Leek group guide to data sharing

deon

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

dirtyduck

A Guided Tour of Triage

dma-2016

Top 5 Winner of DMA 2016 Analytics Challenge

dsapp-reading-group

Proceedings of the Center for Data Scientists arguing (about) Public Papers

exdata_plotting1

Plotting Assignment 1 for Exploratory Data Analysis

hitchhikers-guide

The Hitchhiker's Guide to Data Science for Social Good

imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

matplotlib

matplotlib: plotting with Python

microsoft-professional-program---data-science-capstone

ml-classification-algorithms-poverty

A comparative assessment of machine learning classification algorithms applied to poverty prediction

network-analysis-made-simple

For PyCon, PyData, ODSC, and beyond!

pdfs

Technically-oriented PDF Collection (Papers, Specs, Decks, Manuals, etc)

pdtest_repo

police-eis

DSaPP police early intervention system: using machine learning to predict adverse incidents

predictive-market-stress-testing

Code for a pattern that uses the Financial APIs (Investment Portfolio, Predictive Market Scenario and Simulated Instrumented Analytics) on IBM Cloud. This application uses these services to generate stress test on investment holdings.

programmingassignment2

Repository for Programming Assignment 2 for R Programming on Coursera

research-methods-for-data-science-with-python

Research Methods for Data Science with Python

scikit-learn

scikit-learn: machine learning in Python

statistical-inference-coursera-datascience

For Week 4 Course Project

triage

General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems

understanding-occupant-activities-public

Code for paper: Understanding building occupant activities at scale: An integrated knowledge-based and data-driven approach. Advanced Engineering Informatics 37, 1-13.