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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. Supervised Machine Learning - GeeksforGeeks

    Sep 12, 2025 · Supervised learning is a type of machine learning where a model learns from labelled data—meaning every input has a corresponding correct output. The model makes …

  3. What is supervised learning? - IBM

    Supervised learning is a machine learning technique that uses labeled data sets to train artificial intelligence (AI) models to identify the underlying patterns and relationships. The goal of the …

  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. 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 …

  6. Supervised Learning: The Foundation of Predictive Modeling

    Jan 7, 2026 · In the latest entry in our series on visualizing the foundations of machine learning, we focus on supervised learning, the foundation of predictive modeling.

  7. Types of Supervised Learning Algorithms - ML Journey

    Jun 7, 2025 · In this article, we’ll explore the key categories of supervised learning algorithms, explain how they work, and provide real-world examples to help you understand where each …

  8. Machine Learning: Understanding Supervised Learning - Free …

    Nov 22, 2024 · Dive into supervised machine learning as we explore how algorithms predict outcomes using labeled data. Learn key concepts such as data training, feature selection, and …

  9. The Ultimate Guide to Supervised Machine Learning

    Jan 20, 2025 · Picture yourself teaching a child to distinguish between cats and dogs. You show them different pictures, telling them “This is a cat” and “this is a dog.” Eventually, they learn to …

  10. What Is Supervised Learning? (Definition, Examples) | Built In

    Jun 17, 2025 · Summary: Supervised learning is a type of machine learning that trains models using labeled data sets, where inputs are paired with known outputs. This approach enables …