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Gaurav Gupta's Projects

datascienceresources icon datascienceresources

This repository houses some of the links which I found useful for data science and machine learning.

dice icon dice

Generate Diverse Counterfactual Explanations for any machine learning model.

dowhy icon dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

econml icon econml

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

fairlearn icon fairlearn

A Python package to assess and improve fairness of machine learning models.

gaugup icon gaugup

Config files for my GitHub profile.

imbalanced-learn icon imbalanced-learn

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

interpret-community icon interpret-community

The Interpret Community extends Interpret repo with additional interpretability techniques and utility functions to handle real-world datasets and workflows.

pythonperformanceresources icon pythonperformanceresources

This repository houses resources for debugging performance issues and improving performance of python programs.

trivializeconda icon trivializeconda

Often conda operations to create and manage conda operations may become challenging if you have too many conda virtual environments. This repo creates a assistant for you using which you can manage the conda related operations more easily.

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