clinicalml Goto Github PK
Name: Sontag Lab
Type: Organization
Bio: Machine learning algorithms and applications to health care.
Blog: www.clinicalml.org
Name: Sontag Lab
Type: Organization
Bio: Machine learning algorithms and applications to health care.
Blog: www.clinicalml.org
Code for Sample Efficient Learning of Predictors that Complement Humans (ICML 2022)
Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes (KDD 2020)
Code for "A decision algorithm to promote outpatient antimicrobial stewardship for uncomplicated urinary tract infection"
Counterfactual Regression
analysis code to reproduce results in NMI submission
Co-LLM: Learning to Decode Collaboratively with Multiple Language Models
Definition and DDLs for the OMOP Common Data Model (CDM)
Code for Contextual Autocomplete paper published in MLHC2020
Continuous-time Markov model with discrete observations
Code for co-training large language models (e.g. T0) with smaller ones (e.g. BERT) to boost few-shot performance
A torch package for learning diagnosis models from temporal patient data.
Applies and evaluates a variety of methods to complete a partially-observed data tensor, e.g. comprising gene expression profiles corresponding to various drugs, applied in various cellular contexts.
Deep Generative Model (Torch)
Deep Markov Models
Code shared by the research community for the eICU Collaborative Research Database
Code for AMIA CRI 2016 paper "Learning Low-Dimensional Representations of Medical Concepts"
Code for "Finding Regions of Heterogeneity in Decision-Making via Expected Conditional Covariance" at NeurIPS 2021 https://arxiv.org/abs/2110.14508
Code for "Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes" (KDD 2020)
Barrier Frank-Wolfe for Marginal Inference
Code for "Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models" (ICML 2019)
Health knowledge graph for 157 diseases and 491 symptoms, learned from >270,000 patients' data
Human-AI Deferral Evaluation Benchmark (Learning to Defer) AISTATS23
Train pharmacodynamic deep generative models to model disease progression
Code for Large-Scale Study of Temporal Shift in Health Insurance Claims. Christina X Ji, Ahmed M Alaa, David Sontag. CHIL, 2023. https://arxiv.org/abs/2305.05087
Code for "Consistent Estimators for Learning to Defer to an Expert" (ICML 2020)
A conditional language model for MIMIC-III.
Concept extraction from MIMIC3 notes
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.