mirror of
https://github.com/IBM/ai-privacy-toolkit.git
synced 2026-06-23 15:48:06 +02:00
Add data minimization functionality to the ai-privacy-toolkit (#3)
* Fix directory issue when running tests for first time * Initial version of data minimization * Update version and documentation * Fix documentation
This commit is contained in:
parent
bcc3d67ba4
commit
f2e1364b43
14 changed files with 920 additions and 34 deletions
|
|
@ -22,8 +22,9 @@ copyright = '2021, IBM'
|
|||
author = 'Abigail Goldsteen'
|
||||
|
||||
# The full version, including alpha/beta/rc tags
|
||||
release = '0.0.1'
|
||||
release = '0.0.3'
|
||||
|
||||
master_doc = 'index'
|
||||
|
||||
# -- General configuration ---------------------------------------------------
|
||||
|
||||
|
|
|
|||
|
|
@ -8,12 +8,16 @@ Welcome to ai-privacy-toolkit's documentation!
|
|||
|
||||
This project provides tools for assessing and improving the privacy and compliance of AI models.
|
||||
|
||||
The first release of this toolkit contains a single module called anonymization. This
|
||||
module contains methods for anonymizing ML model training data, so that when
|
||||
a model is retrained on the anonymized data, the model itself will also be considered
|
||||
anonymous. This may help exempt the model from different obligations and restrictions
|
||||
The anonymization module contains methods for anonymizing ML model
|
||||
training data, so that when a model is retrained on the anonymized data, the model itself will also be
|
||||
considered anonymous. This may help exempt the model from different obligations and restrictions
|
||||
set out in data protection regulations such as GDPR, CCPA, etc.
|
||||
|
||||
The minimization module contains methods to help adhere to the data
|
||||
minimization principle in GDPR for ML models. It enables to reduce the amount of
|
||||
personal data needed to perform predictions with a machine learning model, while still enabling the model
|
||||
to make accurate predictions. This is done by by removing or generalizing some of the input features.
|
||||
|
||||
.. toctree::
|
||||
:maxdepth: 2
|
||||
:caption: Getting Started:
|
||||
|
|
|
|||
|
|
@ -8,15 +8,15 @@ apt.anonymization.anonymizer module
|
|||
-----------------------------------
|
||||
|
||||
.. automodule:: apt.anonymization.anonymizer
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
||||
|
||||
Module contents
|
||||
---------------
|
||||
|
||||
.. automodule:: apt.anonymization
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
|
|
|||
|
|
@ -5,9 +5,9 @@ Subpackages
|
|||
-----------
|
||||
|
||||
.. toctree::
|
||||
:maxdepth: 4
|
||||
|
||||
apt.anonymization
|
||||
apt.anonymization
|
||||
apt.minimization
|
||||
|
||||
Submodules
|
||||
----------
|
||||
|
|
@ -16,15 +16,15 @@ apt.utils module
|
|||
----------------
|
||||
|
||||
.. automodule:: apt.utils
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
||||
|
||||
Module contents
|
||||
---------------
|
||||
|
||||
.. automodule:: apt
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
|
|
|||
|
|
@ -8,15 +8,23 @@ tests.test\_anonymizer module
|
|||
-----------------------------
|
||||
|
||||
.. automodule:: tests.test_anonymizer
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
||||
tests.test\_minimizer module
|
||||
----------------------------
|
||||
|
||||
.. automodule:: tests.test_minimizer
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
||||
|
||||
Module contents
|
||||
---------------
|
||||
|
||||
.. automodule:: tests
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
:members:
|
||||
:undoc-members:
|
||||
:show-inheritance:
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue