Velation
Velation refers to a concept in the field of artificial intelligence and machine learning, particularly within the realm of explainable AI (XAI). The term is a blend of "velocity" and "revelation," emphasizing the rapid and often opaque nature of AI decision-making processes. It describes the challenge of understanding how and why AI systems arrive at specific conclusions, especially when these systems operate at high speeds and with complex, non-linear models.
The concept gained prominence as AI systems, particularly deep learning models, became increasingly sophisticated but also
Explainable AI aims to address velation by developing techniques to make AI models more interpretable. Methods
Velation also raises ethical considerations, particularly in high-stakes domains such as healthcare, finance, and criminal justice,