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Machine Learning in Computer Vision: A Comprehensive Exploration

Computer vision, the ability of computers to "see" and interpret images and videos, has revolutionized countless industries, from healthcare to transportation to entertainment. At the heart of this revolution lies machine learning, a powerful tool that empowers computers to learn from data and make intelligent decisions. Introduction to Computer Vision Computer vision is a field of artificial intelligence (AI) that focuses on enabling computers to understand and interpret visual information. It encompasses a wide range of tasks, including: Image classification: Categorizing images based on their content, such as identifying a dog, a car, or a landscape. Object detection: Locating and identifying specific objects within an image, such as finding faces, vehicles, or text. Image segmentation: Dividing an image into distinct regions or segments based on their properties, such as color or texture. Optical character recognition (OCR): Extractin...