Ashutosh Kumar's repositories

HonestDiD

Robust inference in difference-in-differences and event study designs

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Time-Series

Intervention Analysis Project and Other Materials

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awesome-causal-inference

A curated list of causal inference libraries, resources, and applications.

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awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

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causal-inference-in-python-code

Code for the Book Causal Inference in Python

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causal_inference_python_code

Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins

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drtmle

Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests

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Econmetrics-Project

Traffic Stop Data

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google_mob

Google's COVID-19 Community Reports for India matched with district LGD Codes.

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growthcleanr

R package for cleaning anthropometric (height and weight) data from electronic health record systems.

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Text-Mining-ML

Text Classification using Naive Bayes

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IPS

IPS: Covariate Distribution Balance via Integrated Propensity Scores

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learn

RECON learn: a free, open platform for training material on epidemics analysis

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Makov-model-tutorials

A page dedicated to Markov model tutorials.

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MEPS

This repository provides example code for loading and analyzing data from AHRQ's Medical Expenditure Panel Survey (MEPS). More information about the survey and access to public use data files is available on our website

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My-Solutions-to-The-Python-Workbook-By-Ben-Stephenson-122-of-174-

My Solutions to "The Python Workbook" By Ben-Stephenson

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n3c_pregnancy_cohort

Code for defining pregnancy cohort in N3C

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ovca_ml

Stacking Machine Learning Algorithms for Biomarker-Based Preoperative Diagnosis of a Pelvic Mass

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pstest

Specification test for the propensity score

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r-docker-tutorial

A docker tutorial for reproducible research

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SimCSE

EMNLP'2021: SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

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stat_rethinking_2022

Statistical Rethinking course winter 2022

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stroke-risk-prediction-models

Source code for "Predictive Accuracy of Stroke Risk Prediction Models Across Black and White Race, Sex, and Age Groups".

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UrbanRural_nbbpAnalysis

TB transmission heterogeneity in high-burden urban and rural settings

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VBKW

Code to implement Vector-based Kernel Weighting (VBKW) to estimate Treatment Effects in a Multiple Treatment Setting

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