pbiecek / xai_stories
XAI Stories. Case studies for eXplainable Artificial Intelligence
☆29Updated 4 years ago
Related projects ⓘ
Alternatives and complementary repositories for xai_stories
- Here we will post recitation materials.☆9Updated 4 years ago
- Surrogate Assisted Feature Extraction☆36Updated 3 years ago
- Lecture notes for 'Interpretable Machine Learning' at WUT and UoW. Summer semester 2019/2020☆28Updated 4 years ago
- Code for blog posts.☆17Updated last year
- Documentation for the DALEX project☆34Updated 8 months ago
- Break Down with interactions for local explanations (SHAP, BreakDown, iBreakDown)☆81Updated 11 months ago
- Helpers for scikit learn☆16Updated last year
- A Python package with explanation methods for extraction of feature interactions from predictive models☆27Updated last year
- Preprint/draft article/blog on some explainable machine learning misconceptions. WIP!☆28Updated 5 years ago
- 🪜 Bayesian Hierarchical Models at Scale☆51Updated 3 years ago
- Flexible tool for bias detection, visualization, and mitigation☆86Updated 2 years ago
- ☆12Updated 9 months ago
- Performance estimation for time series forecasting tasks☆36Updated 3 years ago
- An R package to estimate the effect of interventions on univariate time series using ARIMA models☆18Updated 6 months ago
- Python implementation of R package breakDown☆41Updated last year
- Guidelines for the responsible use of explainable AI and machine learning.☆17Updated last year
- Multi-Objective Counterfactuals☆40Updated 2 years ago
- ☆28Updated 3 years ago
- An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model☆71Updated 4 years ago
- A python package for hierarchical forecasting, inspired by hts package in R.☆29Updated 9 months ago
- How to use SHAP values for better cluster analysis☆53Updated 2 years ago
- GAMI-Net: Generalized Additive Models with Structured Interactions☆30Updated 2 years ago
- A full example for causal inference on real-world retail data, for elasticity estimation☆45Updated 3 years ago
- ☆14Updated 5 years ago
- Interactive XAI dashboard☆22Updated 10 months ago
- ☆16Updated 5 years ago
- Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.☆22Updated 5 years ago
- Automatic Feature Engineering for Time Series☆17Updated last year
- Implementation of algorithms from the paper "Globally-Consistent Rule-Based Summary-Explanations for Machine Learning Models: Application…☆24Updated 2 years ago
- scikit-learn gradient-boosting-model interactions☆25Updated last year