explainable

A demonstration of the explainerdashboard package that that displays model quality, permutation importances, SHAP values and interactions, and individual trees for sklearn RandomForestClassifiers, etc

GRACE: Generating Concise and Informative Contrastive Sample to Explain Neural Network Model’s Prediction. Thai Le, Suhang Wang, Dongwon Lee. 26th ACM SIGKDD Int’l Conf. on Knowledge Discovery and Data Mining (KDD)

📺 A Python library for pruning and visualizing Keras Neural Networks' structure and weights

CT scan machine learning models including AxialNet and HiResCAM

Structural Causal Model (SCM) approach to explainable reinforcement learning

Final report and implementation of my systems to help groups make decisions using arguments

This module extends the kernel SHAP method (as introduced by Lundberg and Lee (2017)) which is local in nature, to a method that computes global SHAP values.

Code for paper https://arxiv.org/abs/1910.04256

Glass-box autonomous data science in Python. Profiles data, builds leakage-safe pipelines, recommends and tunes models, and logs every decision behind the result.

Explainable ingredient-level product scoring: every point deducted cites a published EFSA, ANSES or FSA source.

Explainable, deterministic event-driven rule engine for Python. Zero dependencies.

A Explainable Artificial Intelligence tool focused in ensemble black box models, based in Item Response Theory, called eXirt.

Determinant is not an “AI agent framework.” It is a runtime for executing structured programs that may include agents, where every run is reproducible, inspectable, and explainable.

Explainable document transparency analyzer -- scores how well text backs its claims with sources and flags overclaiming, vague attribution, and loaded language. Pure-Python CLI, no API key, with a measured precision/recall eval.

Detección de duplicados y búsqueda por similitud en datos tabulares. Las heurísticas de tu dominio son configuración, no código, y cada veredicto viene explicado. Aplicación de escritorio, línea de comandos y API en Python.

Offline job search workflow: filter, deduplicate, rank and track job listings from any source. Explainable rejection reasons, quota simulation, standard library only, zero network calls.

可解释的二手房比较法估值引擎：证据链可溯、输出区间与可信度、信息不足时主动拒绝 | Transparent, evidence-chained resale-home valuation with honest intervals & refusals

Rough set-based simulation of crowd

Software for CHIRPS, Ada-WHIPS and gbt-HIPS