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Machine Learning is a subset of Artificial Intelligence (AI) that involves the development of algorithms and models that enable computers to learn and make predictions or decisions without being explicitly programmed. It is concerned with the development and application of techniques that allow computers to learn from and recognize patterns or data, and then use these patterns to make predictions or decisions. Machine learning can be categorized into three main types: supervised learning, unsupervised learning, and reinforcement learning. In supervised learning, the machine learning model is trained on a labeled dataset, where each data point is associated with a specific label or outcome. The model learns to map inputs to outputs based on the provided labels. This type of learning is used for tasks such as classification, regression, and recommendation systems. Unsupervised learning, on the other hand, involves training models on unlabeled data. The goal is to find patterns or structures in the data without any specific predefined outcomes. This type of learning is used for tasks such as clustering, anomaly detection, and dimensionality reduction. Reinforcement learning is a type of learning where the model learns through trial and error, and by interacting with an environment. The model receives feedback in the form of rewards or punishments based on its actions, and it learns to maximize the rewards over time. This type of learning is used in tasks that involve decision-making and optimization, such as game playing and robotics. Machine learning has a wide range of applications, including natural language processing, computer vision, predictive analytics, and autonomous vehicles, among others. It has shown great promise in various fields and is constantly evolving and improving with new algorithms and techniques.

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