Top feature-importance open source projects

Model interpretability and understanding for PyTorch

✭ 2,830

python CSS javascript typescript shell Batchfile interpretability feature-importance interpretable-ai interpretable-ml feature-attribution

Predictive-Maintenance-of-Aircraft-Engine

In this project I aim to apply Various Predictive Maintenance Techniques to accurately predict the impending failure of an aircraft turbofan engine.

✭ 48

Jupyter Notebook regression classification cnn-keras lstm-neural-networks feature-importance predictive-maintenance rul-prediction exponential-degradation similarity-based-model

dominance-analysis

This package can be used for dominance analysis or Shapley Value Regression for finding relative importance of predictors on given dataset. This library can be used for key driver analysis or marginal resource allocation models.

✭ 111

python TeX feature-selection logistic-regression feature-engineering regression-models predictor multiple-regression feature-importance classification-model relative-importance dominance-analysis r-square shapley-value keydrivers dominance dominance-statistics predictor-importance pseudo-r-square

deep-explanation-penalization

Code for using CDEP from the paper "Interpretations are useful: penalizing explanations to align neural networks with prior knowledge" https://arxiv.org/abs/1909.13584

ShapML.jl

A Julia package for interpretable machine learning with stochastic Shapley values

✭ 63

julia feature-importance shapley interpretable-machine-learning iml shap shapley-value stochastic-shapley-values

hierarchical-dnn-interpretations

Using / reproducing ACD from the paper "Hierarchical interpretations for neural network predictions" 🧠 (ICLR 2019)

isarn-sketches-spark

Routines and data structures for using isarn-sketches idiomatically in Apache Spark

✭ 28

scala python spark apache-spark aggregator variable-importance pyspark dataset t-digest data-sketching datasets dataframe dataframes data-sketches sketching-algorithm spark-ml feature-importance udaf

Top 7 feature-importance open source projects