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  1. Reinforcement learning - Wikipedia

    While supervised learning and unsupervised learning algorithms respectively attempt to discover patterns in labeled and unlabeled data, reinforcement learning involves training an agent …

  2. Types of Reinforcement Learning - GeeksforGeeks

    Jul 23, 2025 · In this article, we will explore the major Types of Reinforcement Learning, including value-based, policy-based, and model-based learning, along with their variations and specific …

  3. 6 Reinforcement Learning Algorithms Explained - Towards Data …

    Nov 25, 2022 · This article will touch on the terminologies and basic components of Reinforcement Learning, and the different types of Reinforcement Learning (Model-free, Model …

  4. Consequently, in this study, we identify three main environment types and classify reinforcement learning algorithms according to those environment types. Moreover, within each category, we …

  5. Reinforcement Learning Algorithms and Use Cases - Coursera

    Apr 25, 2025 · Reinforcement learning algorithms allow artificial intelligence agents to learn the optimal way to perform a task through trial and error without human intervention. Explore …

  6. Part 1: Key Concepts in RL — Spinning Up documentation

    Welcome to our introduction to reinforcement learning! Here, we aim to acquaint you with the language and notation used to discuss the subject, a high-level explanation of what RL …

  7. Reinforcement Learning Algorithms: The Ultimate Power Guide …

    Reinforcement learning (RL) is one of the most exciting fields in machine learning. Unlike supervised learning, where models learn from labeled data, or unsupervised learning, where …

  8. Reinforcement Learning Guide: Algorithms, Applications, and …

    What is reinforcement learning, and how does it work? Reinforcement learning (RL) is a machine learning method where an agent learns by interacting with its environment. It takes actions, …

  9. Reinforcement Learning: A Step by Step Guide - Statistical Aid

    Feb 10, 2025 · Reinforcement learning is a key part of artificial intelligence and machine learning. It helps an agent learn to act in an environment to get the most reward. It’s a big part of the …

  10. Top 13 Introductory Reinforcement Learning Algorithms

    Reinforcement Learning (RL), a facet of machine learning, provides a framework that allows algorithms to learn from the consequences of their actions within a specific environment, …