data lineage
Data lineage is part of responsible AI and it refers to all procedures related to tracking the origin, transformation, and usage of data throughout its lifecycle in machine learning. This ensures a Privacy by Design ML model.
Artificial Intelligence and Machine Learning
AI and ML
Data lineage is part of responsible AI and it refers to all procedures related to tracking the origin, transformation, and usage of data throughout its lifecycle in machine learning. This ensures a Privacy by Design ML model.
Design patterns are patterns which are applied in the design of software and/or infrastructure systems, aiming to optimize the systems' functional (operations and application or infrastructure features and services) and non-functional characteristics (e.g. performance, reliability, redundancy, security). Design patterns can be divided in the following major categories: Software design patterns. This category includes devops design ... Read more
Dioptra is a software test platform for assessing the trustworthy characteristics of artificial intelligence (AI). Dioptra excels in the area of Adversarial Machine Learning (AML). More details can be found in the official project web site at: https://pages.nist.gov/dioptra/index.html.
1) In machine learning, DR stands for dimensionality reduction. In machine learning, dimensionality reduction is a feature engineering technique, in which a large number of features in a dataset is reduced to a smaller number of features. It is important to ensure that the remaining features are meaningful and representative for the dataset and that ... Read more