jfutoma
Postdoc for Finale Doshi-Velez in Harvard CS, working on developing novel machine learning techniques to solve real problems in healthcare.
Pinned Repositories
POPCORN-POMDP
Implementation of "POPCORN: Partially Observed Prediction Constrained Reinforcement Learning" (Futoma, Hughes, Doshi-Velez, AISTATS 2020)
AI_Clinician
Reinforcement learning for medical decisions
CKD-GP
Implementation of GP-based time series & joint models from "Scalable Joint Modeling of Longitudinal and Point Process Data for Disease Trajectory Prediction and Improving Management of Chronic Kidney Disease" UAI 2016 & "Predicting disease progression with a model for multivariate longitudinal clinical data" MLHC 2016
glmnet_python
GPflow
Gaussian processes in TensorFlow
jfutoma.github.io
Website
savigp
DIHI_Sepsis
Sepsis Project for DIHI
jfutoma's Repositories
jfutoma/jfutoma.github.io
Website
jfutoma/AI_Clinician
Reinforcement learning for medical decisions
jfutoma/CKD-GP
Implementation of GP-based time series & joint models from "Scalable Joint Modeling of Longitudinal and Point Process Data for Disease Trajectory Prediction and Improving Management of Chronic Kidney Disease" UAI 2016 & "Predicting disease progression with a model for multivariate longitudinal clinical data" MLHC 2016
jfutoma/glmnet_python
jfutoma/GPflow
Gaussian processes in TensorFlow
jfutoma/savigp