jvpoulos
Working on machine learning and causal inference in health and social sciences
Brigham and Women's Hospital Boston, MA
Pinned Repositories
amnesty
Replication code for "Amnesty Policy and Elite Persistence in the Postbellum South"
Attention-OCR
Character-Based Handwritten Text Transcription with Attention Networks
causal-ml
Must-read papers and resources related to causal inference and machine (deep) learning
drnns-prediction
Deep Recurrent Neural Networks (RNNs) for Time-Series Prediction
homesteads
Replication code for "State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction"
MCPanel
Matrix Completion Methods for Causal Panel Data Models
multi-tmle
Code and simulated data accompanying the paper "Targeted learning in observational studies with multi-level treatments: An evaluation of antipsychotic drug treatment safety"
opensecrets-API
R code for interacting with Opensecrets and Sunlight Foundation APIs
rnns-causal
Replication code for "RNN-based counterfactual prediction, with an application to homestead policy and public schooling"
samsi-causalml
Causal Inference Working Group I: Machine Learning Methods for Causal Inference
jvpoulos's Repositories
jvpoulos/causal-ml
Must-read papers and resources related to causal inference and machine (deep) learning
jvpoulos/Attention-OCR
Character-Based Handwritten Text Transcription with Attention Networks
jvpoulos/MCPanel
Matrix Completion Methods for Causal Panel Data Models
jvpoulos/rnns-causal
Replication code for "RNN-based counterfactual prediction, with an application to homestead policy and public schooling"
jvpoulos/samsi-causalml
Causal Inference Working Group I: Machine Learning Methods for Causal Inference
jvpoulos/multi-tmle
Code and simulated data accompanying the paper "Targeted learning in observational studies with multi-level treatments: An evaluation of antipsychotic drug treatment safety"
jvpoulos/homesteads
Replication code for "State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction"
jvpoulos/amnesty
Replication code for "Amnesty Policy and Elite Persistence in the Postbellum South"
jvpoulos/patt-c
Replication code for "Estimating population average treatment effects from experiments with noncompliance"
jvpoulos/RGAN
Recurrent GANS for generating synthetic time-series data
jvpoulos/diabetes_pred
Predictive modeling in Diabetes (work-in-progress)
jvpoulos/dpsom
Code associated with arXiv manuscript 'DPSOM: Deep Probabilistic Clustering with Self-Organizing Maps'
jvpoulos/eICU_Benchmark
jvpoulos/lassovar
Estimation and forecasting of VAR model with the Lasso
jvpoulos/multi-ltmle
Longitudinal TMLE (LTMLE) with multi-valued treatments
jvpoulos/NeurIPS2019-traffic4cast
sample code for our traffic4cast NeurIPS 2019 competition
jvpoulos/ok-lottery
Code and data for the paper "Gender gaps in wealth and entrepreneurship? Evidence from 1901 Oklahoma land lottery winners"
jvpoulos/GAIN
Generative Adversarial Imputation Networks (GAIN)
jvpoulos/HistAgent
jvpoulos/jvpoulos.github.com
A Theme for GitHub Pages
jvpoulos/lord_rust
Legend of the Red Dragon (Rust Edition)
jvpoulos/ltmle
Longitudinal Targeted Maximum Likelihood Estimation package
jvpoulos/M5-methods
Data, Benchmarks, and methods submitted to the M5 forecasting competition
jvpoulos/mle-bench
MLE-bench is a benchmark for measuring how well AI agents perform at machine learning engineering
jvpoulos/Rsolnp
:exclamation: This is a read-only mirror of the CRAN R package repository. Rsolnp — General Non-Linear Optimization
jvpoulos/rtdl-revisiting-models
(NeurIPS 2021) Revisiting Deep Learning Models for Tabular Data
jvpoulos/sl3
💪 🤔 Modern Super Learning with Machine Learning Pipelines
jvpoulos/TabTransformer
Implementation of TabTransformer and FTTransformer, attention network for tabular data, in Pytorch
jvpoulos/terminal-bench
A benchmark for LLMs on complicated tasks in the terminal
jvpoulos/www_personal
Personal Webpage