Pinned Repositories
dl-selection
Feature selection for deep learning models.
dynamic-selection
Dynamic feature selection based on conditional mutual information
easy-ensemble
For learning optimal model ensembles
fastshap
An amortized approach for calculating local Shapley value explanations
Neural-GC
Granger causality discovery for neural networks.
persist
removal-explanations
A lightweight implementation of removal-based explanations for ML models.
sage
For calculating global feature importance using Shapley values.
sage-experiments
Code for experiments in SAGE paper (NeurIPS 2020)
shapley-regression
For calculating Shapley values via linear regression.
iancovert's Repositories
iancovert/sage
For calculating global feature importance using Shapley values.
iancovert/Neural-GC
Granger causality discovery for neural networks.
iancovert/fastshap
An amortized approach for calculating local Shapley value explanations
iancovert/shapley-regression
For calculating Shapley values via linear regression.
iancovert/removal-explanations
A lightweight implementation of removal-based explanations for ML models.
iancovert/dynamic-selection
Dynamic feature selection based on conditional mutual information
iancovert/dl-selection
Feature selection for deep learning models.
iancovert/persist
iancovert/sage-experiments
Code for experiments in SAGE paper (NeurIPS 2020)
iancovert/amortized-valuation
iancovert/data-scaling
iancovert/easy-ensemble
For learning optimal model ensembles
iancovert/propose
iancovert/Sparse-NN
iancovert/nonlinear-gc
iancovert/mli-resources
H2O.ai Machine Learning Interpretability Resources
iancovert/Agmarknet
iancovert/awesome-machine-learning-interpretability
A curated list of awesome machine learning interpretability resources.
iancovert/CodeIHS
iancovert/iancovert.github.io
Personal website.
iancovert/kvae
Kalman Variational Auto-Encoder
iancovert/prismatic-vlms
A flexible and efficient codebase for training visually-conditioned language models (VLMs)
iancovert/shap
A game theoretic approach to explain the output of any machine learning model.
iancovert/supervoxelization
iancovert/uw-mode.github.io
UW Mode Website