Library to the Toolbox for Interpretability Comparison
- Free software: MIT license
- Documentation: https://tommartensen.de/tic.
Features
- Interface to create interpretations as:
- direct extraction of feature importances, e.g. from coefficients
- global feature importances from surrogate models
- local and global explanations from Local Interpretable Model Explanations (LIME)
- local and global explanations from SHAP
History
0.1.0 (2019-10-04)
- Package skeleton
0.2.0 (2019-10-08)
- Feature Importance Extraction from different interpretability models:
- Direct feature importances
- Global surrogate models
- LIME
- SHAP
- Updated documentation served here.
1 maintainer
Metadata
1 maintainer
Release files for tic 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| tic-0.2.0.tar.gz | 8.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| tic-0.2.0-py2.py3-none-any.whl | Python 3, Python 2 | none | any | Details |
Total release size: 11.6 kB
Release files / tic-0.2.0.tar.gz
| Download URL | tic-0.2.0.tar.gz |
|---|---|
| Size | 8.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
ec90c11732f3789ce9d2565063d2a4651ebfb2d23d1e65454f894f837346063e
|
|
BLAKE2b-256 checksum How to use checksums |
9c1d845a32e921160bf9bb5de9934a4d10ad35a571dbee67f8a34ca942537a76
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.12.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.36.1 CPython/3.6.9
|
Release files / tic-0.2.0-py2.py3-none-any.whl
| Download URL | tic-0.2.0-py2.py3-none-any.whl |
|---|---|
| Size | 3.3 kB |
| Tags | Python 2 Python 3 |
|
SHA-256 checksum How to use checksums |
4abe4a1dbf42406fe51b3946a688ed66dc58ad0d351c62e614705b5b8ec2a9f6
|
|
BLAKE2b-256 checksum How to use checksums |
c9619362ee1473ed6b83e81001148b6857ef7f5455eeb4e487db256db3159075
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.12.1 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.2.0 requests-toolbelt/0.9.1 tqdm/4.36.1 CPython/3.6.9
|
