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Project description
Explainable AI (XAI)
Introduction
This repository contains explainable AI pipelines and functions that provide insightful plots.
General Use Tools
The general use tools that are currently offered in the repository are listed in the table below.
| Tool | Description |
|---|---|
| Model Details | Model Arfchitecture Visualisation combined with informations regarding total parameters and number of operations |
| Sample Details | Display input with the estimated output of the model |
| Convolution Layers Activation | Display the values of the convolutional layers stacked together |
| Independent Components | Split the input into independent components to identify patterns |
Algorithms
The XAI algorithms that are currently offered in the repository are listed in the table below.
| Algorithm | Description |
|---|---|
| Vision SHAP | Display pixel values that have positive/negative impact on the output |
| Shap Overview | Showcase the behaviour of pixels with high standard deviation |
| Integrated Gradient | |
| DeepLift |
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