TrustML is a modular and extensible package to support the definition, assessment and monitoring of custom-built trustworthiness indicators for AI models. TrustML allows data scientists to define trustworthiness indicators by selecting a set of metrics from a catalog of trustworthy-related metrics and grouping them into higher-level metric aggregations.
TrustML also provides different assessment methods to compute and monitor the indicators previously defined. TrustML enables and supports the development of trustworthy AI models, aiming to provide assistance not only during their construction phase, but also in production environments, as a mechanism to continuously monitor such trust and enable mitigation activities when required.
The package makes use of existing packages meant to compute each of the included trustworthiness metrics, check the requirements.txt file in the root of the source code repository for details.
The API documentation is available on https://martimanzano.github.io/TrustML/. The wiki with tutorials on the package's usage and extension is available on https://github.com/martimanzano/TrustML/wiki/Home/.
The TrustML package is free software distributed under the Apache License 2.0. If you are interested in participating in this project, please use the GitHub repository; and review the Contributing page, the Code of Conduct and the specific Contributing articles all contributions are welcomed.
Metadata
Release files for trustML 2.6.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| trustml-2.6.2.tar.gz | 22.1 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| trustml-2.6.2-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 48.7 kB
Release files / trustml-2.6.2.tar.gz
| Download URL | trustml-2.6.2.tar.gz |
|---|---|
| Size | 22.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
8b4cce2649feb6fd693647da091c4b6258a33132318adea8158b109ffec4c54b
|
|
BLAKE2b-256 checksum How to use checksums |
cba505735b6e70b65c0fd0db69b2d8fe36718010c502483c27639af309f3c328
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
python-requests/2.25.1
|
Release files / trustml-2.6.2-py3-none-any.whl
| Download URL | trustml-2.6.2-py3-none-any.whl |
|---|---|
| Size | 26.7 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
dd11cdb28eebcf167d3df5e85e074214ec21d9f945e3199f6b8539c1656308b2
|
|
BLAKE2b-256 checksum How to use checksums |
6f6e0c0a0bc3c7b470a175ef4fa5ca61ecb789087d7ff5354a4234c1d3ae5252
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
python-requests/2.25.1
|