websitecategorization
Advanced tools
Comparing version 1.0.17 to 1.0.18
{ | ||
"name": "websitecategorization", | ||
"version": "1.0.17", | ||
"version": "1.0.18", | ||
"homepage": "websitecategorizationapi.com", | ||
@@ -5,0 +5,0 @@ "keywords": [ |
@@ -91,3 +91,18 @@ <a href="https://github.com/explainableaixai/websitecategorizationapi/issues"><img alt="GitHub issues" src="https://img.shields.io/github/issues/explainableaixai/websitecategorizationapi"></a> | ||
# Machine learning interpretability / explainability (XAI) | ||
Machine learning models are increasingly influencing decisions in our everyday lives. Their predictions or classifications are often though inscrutable in the sense that they act as "black boxes" where it is not exactly known how did they reach results. | ||
This has led to the rise of so-called artificial intelligence explainability (XAI) or the desire for interpretability of machine learning model decisions, in a form, that humans can understand. | ||
The ability of explaining decisions is increasingly seen as an important part of building trust in AI and this is increasingly being demanded by regulators as well. | ||
“Right to Explanation” has thus become one of the key features of the GDPR regulation. Similar requirements in the Equal Credit Opportunity Act (ECOA) and the Fair Credit Reporting Act (FCRA). | ||
The website categorization service is one of the few services of this kind which has integrated explainability to its results. Each categorization is thus provided with explanation for it. | ||
Example: | ||
![image](https://user-images.githubusercontent.com/58834207/171235279-f5c67b23-46be-4474-be5a-fd7d859ab16d.png) | ||
# UI Dashboard | ||
@@ -97,3 +112,3 @@ | ||
![image](https://user-images.githubusercontent.com/58834207/171235279-f5c67b23-46be-4474-be5a-fd7d859ab16d.png) | ||
![image](https://www.alpha-quantum.com/blog/wp-content/uploads/2022/08/img_62f7f97de395a.png) | ||
@@ -274,4 +289,16 @@ # Form of json | ||
# Package available on: | ||
- [https://www.npmjs.com/package/websitecategorization](https://www.npmjs.com/package/websitecategorization) | ||
- [https://npmmirror.com/package/websitecategorization](https://npmmirror.com/package/websitecategorization) | ||
- [https://yarnpkg.com/package/websitecategorization](https://yarnpkg.com/package/websitecategorization) | ||
- [https://www.npmtrends.com/websitecategorization](https://www.npmtrends.com/websitecategorization) | ||
- [https://libraries.io/npm/@websitecategorization%2Fwebsitecategorization](https://libraries.io/npm/@websitecategorization%2Fwebsitecategorization) | ||
- [https://openbase.com/js/websitecategorization/documentation](https://openbase.com/js/websitecategorization/documentation) | ||
- [https://openhub.net/p/websitecategorizationapi](https://openhub.net/p/websitecategorizationapi) | ||
- [https://socket.dev/npm/package/websitecategorization/overview](https://socket.dev/npm/package/websitecategorization/overview) | ||
- [https://www.jsdelivr.com/package/npm/websitecategorization](https://www.jsdelivr.com/package/npm/websitecategorization) | ||
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