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  1. 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 predictions and …

  2. 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.

  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 learning …

  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 based on...

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

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

  6. 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 independent …

  7. Supervised Machine Learning - Online Tutorials Library

    In supervised machine learning, models are trained using a dataset that consists of input-output pairs. The supervised learning algorithm analyzes the dataset and learns the relation between the input …

  8. 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 algorithms to …

  9. Supervised Machine Learning: What is, Algorithms with Examples - Guru99

    Jun 12, 2024 · In Supervised learning, you train the machine using data that is well “labeled.” It means some data is already tagged with correct answers. It can be compared to learning in the presence of …

  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 supervised …