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  1. Supervised learning - Wikipedia

    In machine learning, supervised learning (SL) is a type of machine learning paradigm where an algorithm learns to map input data to a specific output based on example input-output pairs.

  2. What is supervised learning? - IBM

    Supervised learning is a machine learning technique that uses labeled data sets to train artificial intelligence algorithms models to identify the underlying patterns and relationships between …

  3. A Beginner's Guide to Supervised Machine Learning

    Jun 27, 2025 · In supervised learning, the model learns from labelled data by using input-output pairs from a dataset. The mapping between the inputs (also referred to as features or …

  4. Supervised Learning | Machine Learning | Google for Developers

    Aug 25, 2025 · Supervised learning's tasks are well-defined and can be applied to a multitude of scenarios—like identifying spam or predicting precipitation. Supervised machine learning is …

  5. Types of Supervised Learning Algorithms - ML Journey

    Jun 7, 2025 · So, what are the main types of supervised learning algorithms, and when should you use them? In this article, we’ll explore the key categories of supervised learning …

  6. Supervised Machine Learning - GeeksforGeeks

    Sep 12, 2025 · We use different supervised learning algorithms (which we will discuss in detail in the next section) to build our model. Let's first understand the classification and regression …

  7. Machine Learning Basics: What Is Supervised Learning? - Coursera

    Oct 23, 2025 · Supervised learning, a subset of machine learning, involves training models and algorithms to predict characteristics of new, unseen data using labeled data sets. Each output …

  8. The Comprehensive Guide to Supervised Learning Algorithms – …

    Apr 23, 2025 · For the magic of supervised learning to happen, two primary ingredients are essential: input data (features) and desired output (labels). For the Magic of Supervised …

  9. Supervised Learning Algorithms in Machine Learning

    Feb 18, 2025 · Supervised learning is a foundational approach in machine learning where models learn from labeled data to make predictions or classifications. It powers many real-world …

  10. Supervised Learning Explained with Real-World Examples

    Supervised learning is the most widely used type of machine learning today, powering everything from email spam filters to fraud detection systems. In this guide, we’ll break down what …