pbiecek / xai_storiesLinks
XAI Stories. Case studies for eXplainable Artificial Intelligence
☆29Updated 4 years ago
Alternatives and similar repositories for xai_stories
Users that are interested in xai_stories are comparing it to the libraries listed below
Sorting:
- Python library for Ceteris Paribus Plots (What-if plots)☆25Updated 4 years ago
- Repository for the research and implementation of categorical encoding into a Featuretools-compatible Python library☆51Updated 3 years ago
- Python implementation of R package breakDown☆43Updated 2 years ago
- Flexible tool for bias detection, visualization, and mitigation☆86Updated 6 months ago
- Paper and talk from KDD 2019 XAI Workshop☆20Updated 5 years ago
- An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model☆74Updated 5 years ago
- Preprint/draft article/blog on some explainable machine learning misconceptions. WIP!☆28Updated 6 years ago
- Causing: CAUsal INterpretation using Graphs☆58Updated last week
- 🪜 Bayesian Hierarchical Models at Scale☆51Updated 3 years ago
- causal-falsify: A Python library with algorithms for falsifying unconfoundedness assumption in a composite dataset from multiple sources.☆33Updated last month
- Surrogate Assisted Feature Extraction☆37Updated 4 years ago
- Comparing different performance estimation methods for time series forecasting tasks☆37Updated 3 months ago
- Multi-Objective Counterfactuals☆42Updated 3 years ago
- How to use SHAP values for better cluster analysis☆59Updated 3 years ago
- Implementation of algorithms from the paper "Globally-Consistent Rule-Based Summary-Explanations for Machine Learning Models: Application…☆25Updated 3 years ago
- Code for blog posts.☆20Updated last year
- FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)☆71Updated 3 years ago
- Repo for PyData 2019 Tutorial - New Trends in Estimation and Inference☆27Updated 5 years ago
- A Python package for unwrapping ReLU DNNs☆70Updated last year
- A Python package which implements several boosting algorithms with different combinations of base learners, optimization algorithms, and …☆63Updated 3 years ago
- ☆100Updated this week
- An R package to estimate the effect of interventions on univariate time series using ARIMA models☆23Updated last year
- Practical ideas on securing machine learning models☆36Updated 4 years ago
- Distributed, large-scale, benchmarking framework for rigorous assessment of automatic machine learning repositories, projects, and librar…☆30Updated 3 years ago
- Documentation for the DALEX project☆36Updated last year
- Scikit-Learn compatible transformer that turns categorical variables into dense entity embeddings.☆41Updated 2 years ago
- ForML - A development framework and MLOps platform for the lifecycle management of data science projects☆106Updated 2 years ago
- Source code for the paper "Causal Modeling of Twitter Activity during COVID-19". Computation, 2020.☆10Updated 2 years ago
- ☆29Updated 4 years ago
- Guidelines for the responsible use of explainable AI and machine learning.☆17Updated 2 years ago