crillab / pyxaiLinks
PyXAI (Python eXplainable AI) is a Python library (version 3.6 or later) allowing to bring formal explanations suited to (regression or classification) tree-based ML models (Decision Trees, Random Forests, Boosted Trees, ...).
☆34Updated 2 months ago
Alternatives and similar repositories for pyxai
Users that are interested in pyxai are comparing it to the libraries listed below
Sorting:
- XReason - formal reasoning about explanations for ML models☆17Updated 2 months ago
- An algorithm for learning optimal decision trees, with Python interface☆65Updated 2 years ago
- Python Implementation of STreeD: Dynamic Programming Approach for Optimal Decision Trees with Separable objectives and Constraints☆17Updated 6 months ago
- A toolbox for fair and explainable machine learning☆55Updated last year
- A toolbox for logical and probabilistic reasoning, StarAI, ILP and Program synthesis☆23Updated 4 years ago
- ☆79Updated 2 weeks ago
- Optimal Sparse Decision Trees☆105Updated 2 years ago
- ☆33Updated last year
- A package for tree-based statistical estimation and inference using optimal decision trees.☆40Updated last year
- ☆37Updated 8 months ago
- Performance analyzer for Iterative Optimization Heuristics.☆24Updated last year
- A new framework to generate interpretable classification rules☆17Updated 2 years ago
- Generalized Optimal Sparse Decision Trees☆65Updated last year
- Model Agnostic Counterfactual Explanations☆87Updated 2 years ago
- [AAAI 2022] Seq2Pat: Sequence-to-Pattern Generation Library☆135Updated 7 months ago
- BoolXAI is a research library for machine learning for Explainable AI (XAI) based on expressive Boolean formulas.☆19Updated 8 months ago
- The problexity is an open-source python library containing the implementation of measures describing the complexity of the classification…☆26Updated 2 months ago
- Born-Again Tree Ensembles: Transforms a random forest into a single, minimal-size, tree with exactly the same prediction function in the …☆65Updated 2 years ago
- scikit-mine : pattern mining in Python☆73Updated 2 years ago
- OCEAN: Optimal Counterfactual Explanations in Tree Ensembles (ICML 2021)☆21Updated last year
- An open-source course on constraint solving☆20Updated 2 weeks ago
- Python package for Sentential Decision Diagrams (SDD)☆63Updated 4 months ago
- Constraint Programming and Modeling library in Python, based on numpy, with direct solver access.☆273Updated last week
- ACV is a python library that provides explanations for any machine learning model or data. It gives local rule-based explanations for any…☆102Updated 2 years ago
- Easy Nearest Neighbor Estimation of Mutual Information☆37Updated 8 months ago
- Ruleset covering algorithms for transparent machine learning☆106Updated last month
- An automated machine learning tool aimed to facilitate AutoML research.☆99Updated 10 months ago
- ☆72Updated last year
- This repository is a mirror. If you want to raise an issue or contact us, we encourage you to do it on Gitlab (https://gitlab.com/agrumer…☆43Updated 2 weeks ago
- Fast and incremental explanations for online machine learning models. Works best with the river framework.☆55Updated 6 months ago