22 projects
synthcity
Synthetic data generator and evaluator!
miracle-imputation
Missing data Imputation Refinement And Causal LEarning
temporai
TemporAI: ML-centric Toolkit for Medical Time Series
clairvoyance2
clairvoyance2: a Unified Toolkit for Medical Time Series
domias
DOMIAS, a density-based MIA model that aims to infer membership by targeting local overfitting of the generative model.
decaf-synthetic-data
DEbiasing CAusal Fairness
autoprognosis
A system for automating the design of predictive modeling pipelines tailored for clinical prognosis.
catenets
Conditional Average Treatment Effect Estimation Using Neural Networks
hyperimpute
A library for NaNs and nulls
torchlaplace
Differentiable Laplace Reconstructions in PyTorch
simplexai
SimplEx - Explaining Latent Representations with a Corpus of Examples
compfs
Composite Feature Selection using Deep Ensembles
data-iq
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data
organsync
Learning Queueing Policies for Organ Transplantation Allocation using Interpretable Counterfactual Survival Analysis
symbolic-pursuit
Learning outside the black-box: at the pursuit of interpretable models
dynamask
Dynamask - Explaining Time Series Predictions with Dynamic Masks
invase
INVASE: Instance-wise Variable Selection
lfxai
A framework to explain the latent representations of unsupervised black-box models with the help of usual feature importance and example-based methods.
fflows
Generative Time-series Modeling with Fourier Flows
medkit-learn
Medical sequential decision making simulation tools.
cmgp
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes
ganite
Estimation of individualized treatment effects using generative adversarial nets
