amberkiser
I am a Post-doctoral Fellow at the University of Utah. My interests are in machine learning and artificial intelligence.
Pinned Repositories
LSTM-for-SSI
Machine learning models, including long short-term memory (LSTM) network, neural network, random forest, support vector machine, and XGBoost, for the detection of surgical site infections (SSI) from electronic health records.
MachineLearningTransferability
Companion code for manuscript "Standard Vocabularies to Improve Machine Learning Model Transferability with Electronic Health Record Data: a case study using healthcare-associated infection." Amber Kiser; Karen Eilbeck; Jeffrey P Ferraro; David E. Skarda; Matthew H. Samore; Brian Bucher
endometriosis-pain-net
This repo holds companion code for the manuscript, "An Artificial Intelligence Approach for Investigating Multifactorial Pain-Related Features of Endometriosis."
endo_nlp_reddit
Data science project using reddit data to classify endometriosis.
GunRelatedDeaths
Final project for prob and stats class
VaxTrends
BMI6018 Term Project - Django web app with charts and information from the CDC regarding vaccination coverage in children age 19-35 months and incidence rates of vaccine-preventable diseases.
dateManip
An R package that manipulates dates and handles date-sparse data frames
Endometriosis-Dx-in-Administrative-Data
This repository holds the code associated with the publication, "Validation of Administrative Health Data for the Identification of Endometriosis Diagnosis."
flasky
Companion code to my O'Reilly book "Flask Web Development", second edition.
ovarian-cancer-risk-in-endometriosis
Companion code for the manuscript, "An Explainable Machine Learning Approach to Ovarian Cancer Risk Prediction in Women with Endometriosis." Manuscript forthcoming.
amberkiser's Repositories
amberkiser/Endometriosis-Dx-in-Administrative-Data
This repository holds the code associated with the publication, "Validation of Administrative Health Data for the Identification of Endometriosis Diagnosis."
amberkiser/ovarian-cancer-risk-in-endometriosis
Companion code for the manuscript, "An Explainable Machine Learning Approach to Ovarian Cancer Risk Prediction in Women with Endometriosis." Manuscript forthcoming.
amberkiser/LSTM-for-SSI
Machine learning models, including long short-term memory (LSTM) network, neural network, random forest, support vector machine, and XGBoost, for the detection of surgical site infections (SSI) from electronic health records.
amberkiser/endometriosis-pain-net
This repo holds companion code for the manuscript, "An Artificial Intelligence Approach for Investigating Multifactorial Pain-Related Features of Endometriosis."
amberkiser/MachineLearningTransferability
Companion code for manuscript "Standard Vocabularies to Improve Machine Learning Model Transferability with Electronic Health Record Data: a case study using healthcare-associated infection." Amber Kiser; Karen Eilbeck; Jeffrey P Ferraro; David E. Skarda; Matthew H. Samore; Brian Bucher
amberkiser/endo_nlp_reddit
Data science project using reddit data to classify endometriosis.
amberkiser/RSV-NLP
NLP system for RSV
amberkiser/GunRelatedDeaths
Final project for prob and stats class
amberkiser/pyConTextNLP
amberkiser/VaxTrends
BMI6018 Term Project - Django web app with charts and information from the CDC regarding vaccination coverage in children age 19-35 months and incidence rates of vaccine-preventable diseases.
amberkiser/flasky
Companion code to my O'Reilly book "Flask Web Development", second edition.
amberkiser/dateManip
An R package that manipulates dates and handles date-sparse data frames