Ashutosh Kumar's repositories
Time-Series
Intervention Analysis Project and Other Materials
awesome-causal-inference
A curated list of causal inference libraries, resources, and applications.
awesome-production-machine-learning
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
causal-inference-in-python-code
Code for the Book Causal Inference in Python
causal_inference_python_code
Python code for part 2 of the book Causal Inference: What If, by Miguel Hernán and James Robins
drtmle
Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests
Econmetrics-Project
Traffic Stop Data
google_mob
Google's COVID-19 Community Reports for India matched with district LGD Codes.
growthcleanr
R package for cleaning anthropometric (height and weight) data from electronic health record systems.
Text-Mining-ML
Text Classification using Naive Bayes
IPS
IPS: Covariate Distribution Balance via Integrated Propensity Scores
learn
RECON learn: a free, open platform for training material on epidemics analysis
Makov-model-tutorials
A page dedicated to Markov model tutorials.
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
My-Solutions-to-The-Python-Workbook-By-Ben-Stephenson-122-of-174-
My Solutions to "The Python Workbook" By Ben-Stephenson
n3c_pregnancy_cohort
Code for defining pregnancy cohort in N3C
ovca_ml
Stacking Machine Learning Algorithms for Biomarker-Based Preoperative Diagnosis of a Pelvic Mass
pstest
Specification test for the propensity score
r-docker-tutorial
A docker tutorial for reproducible research
SimCSE
EMNLP'2021: SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821
stat_rethinking_2022
Statistical Rethinking course winter 2022
stroke-risk-prediction-models
Source code for "Predictive Accuracy of Stroke Risk Prediction Models Across Black and White Race, Sex, and Age Groups".
UrbanRural_nbbpAnalysis
TB transmission heterogeneity in high-burden urban and rural settings
VBKW
Code to implement Vector-based Kernel Weighting (VBKW) to estimate Treatment Effects in a Multiple Treatment Setting