Berk Ustun's repositories

risk-slim

simple customizable risk scores in python

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actionable-recourse

python tools to check recourse in linear classification

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slim-python

simple customizable scoring systems in python

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ctfdist

repair classifiers with disparate impact

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slim-matlab

Optimized scoring systems for classification problems in MATLAB

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dcptree

Code for the paper Fairness without Harm

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fairuse

Code for ICML 2023 Paper: "When Personalization Harms Performance: Reconsidering the use of Group Attributes in Prediction"

recidivism-prediction

code for the paper: interpretable tools for recidivism prediction

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cshock

Cardiogenic Shock

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miplib2017-slim

SLIM instances for MIPLIB 2017

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ainow

Website for the AI Now Symposium

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capstone-malware-domain

Website for Malware Domain (UCSD Capstone)

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cmu-comp-or

A series of tutorials for conducting computational experiments with optimization solvers

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cornell-cs5785-applied-ml

Teaching materials for the applied machine learning course at Cornell Tech

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cs228-notes

Course notes for CS228: Probabilistic Graphical Models.

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disparate-impact

Code for the paper "Directions of Disparate Impact"

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fair-classification

Python code for training fair logistic regression classifiers.

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group-em

create student groups with preferences

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handx

Markdown handouts + exercises

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pml-book

"Probabilistic Machine Learning" - a book series by Kevin Murphy

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pyenv

Simple Python version management

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PyomoGettingStarted

IPython notebooks that illustrate the Pyomo optimization modeling software

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v97

Proceedings of ICML 2019

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