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A Comprehensive Introduction to Machine Learning

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Introduction to Machine Learning Machine learning (ML) is a critical field of artificial intelligence (AI) that focuses on developing algorithms and models to help computers learn from data and make decisions with minimal human intervention. Unlike traditional programming, where a computer follows a set of explicit instructions, ML algorithms improve their performance by identifying patterns and making data-driven predictions . This approach is revolutionizing various sectors, including healthcare, finance, and marketing, by providing more accurate predictions, automating complex tasks, and extracting meaningful insights from vast amounts of data. Core Concepts in Machine Learning At its foundation, machine learning revolves around training models using data. This process starts with gathering and preparing a dataset, typically divided into two parts: training and testing. The training data is used to help the algorithm recognize patterns, while the testing data evaluates how well...