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explanations

Popular algorithms explained in simple language with examples and links to their implementation in various programming languages and other required resources.

3188
1 年前

Algorithms for explaining machine learning models

Python
2548
2 个月前

InterpretDL: Interpretation of Deep Learning Models,基于『飞桨』的模型可解释性算法库。

Python
255
1 年前

Repository for the Explainable Deep One-Class Classification paper

Python
233
2 年前

Some information about parameters and options available in COLMAP - SfM & MVS software. https://colmap.github.io

223
5 个月前

Awesome Explainable AI (XAI) and Interpretable ML Papers and Resources

169
4 年前

A PyTorch 1.6 implementation of Layer-Wise Relevance Propagation (LRP).

Python
138
5 年前

A repository dedicated to showcasing best practices in Java and Spring through concise code snippets.

Java
109
3 个月前

Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)

Jupyter Notebook
83
3 年前

Meaningfully debugging model mistakes with conceptual counterfactual explanations. ICML 2022

Python
75
3 年前

A utility for generating heatmaps of YOLOv8 using Layerwise Relevance Propagation (LRP/CRP).

Jupyter Notebook
51
2 年前

PowerShell version of explainshell.com

C#
37
6 个月前

General-purpose library for extracting interpretable models from Multi-Agent Reinforcement Learning systems

C++
21
5 年前

Anupam Datta, Matt Fredrikson, Klas Leino, Kaiji Lu, Shayak Sen, Zifan Wang

18
4 年前