
Unlocking Hidden Structures: Unsupervised Learning In High Dimensions
Unsupervised learning, a cornerstone of modern machine learning, allows us to uncover hidden patterns and structures within data without relying on pre-labeled examples. It's like giving a detective a mountain of clues without telling them what crime occurred – they have to figure it out themselves. This powerful technique is used in a wide range of applications, from customer segmentation to anomaly detection, and offers unique advantages for exploring complex datasets. Let's dive into the fascinating world of unsupervised learning.
What is Unsupervised Learning?
Defining Unsupervised Learning
Unsupervised learning algorithms learn from unlabeled data. Unlike supervised learning, where the algorithm is trained on a dataset with known outcomes, unsupervised learning seeks to identify under...