No project description provided
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 |
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
xaivision-0.5.3.tar.gz
(9.0 kB
view details)
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file xaivision-0.5.3.tar.gz.
File metadata
- Download URL: xaivision-0.5.3.tar.gz
- Upload date:
- Size: 9.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/1.8.2 CPython/3.11.7 Darwin/23.3.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
b22f860a09b9369e4c28be0bbd1ab6ff49cc4f374bed5012cb2d2b1719c7a5a3
|
|
| MD5 |
ef0ab263ab39141d09179404d68361fc
|
|
| BLAKE2b-256 |
8afdd685bed3acf1cbae2449bb1438f4a5c4db812e00cf5a7e4be512b78bd74c
|
File details
Details for the file xaivision-0.5.3-py3-none-any.whl.
File metadata
- Download URL: xaivision-0.5.3-py3-none-any.whl
- Upload date:
- Size: 9.9 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: poetry/1.8.2 CPython/3.11.7 Darwin/23.3.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
abf1c7b9fae6c4893f5b1ae15ed654886594d298784cb4bfec3a9e559e972168
|
|
| MD5 |
d3aee3082c7eb3a6eb8c76b8a8fcf9c3
|
|
| BLAKE2b-256 |
35554e3e6532ae34ca85bb2fb62aee869b98e57c29c52c29a32d30ae446c63dc
|
