Zero-Shot Learning is revolutionizing machine learning in 2025 by predicting the unpredictable and harnessing unseen data.Zero-Shot Learning (ZSL) is a breakthrough solution that bridges the gaps in understanding without relying on manually labeled datasets.ZSL offers a shortcut in unsupervised learning, allowing for exploration of uncharted territories without getting lost.ZSL is transforming the field of machine learning by enabling innovative strides in unsupervised learning.