Fundamentals of labeled vs unlabeled data in Machine Learning – Day 31
Understanding Labeled and Unlabeled Data in Machine Learning: A Comprehensive Guide In the realm of machine learning, data is the foundation upon which models are built. However, not all data is created equal. The distinction between labeled and unlabeled data is fundamental to understanding how different machine learning algorithms function. In this guide, we’ll explore what labeled and unlabeled data are, why they are important, and provide practical examples, including code snippets, to illustrate their usage. What is Labeled Data? Labeled data refers to data that comes with tags or annotations that identify certain properties or outcomes associated with each...