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In the ever-evolving landscape of artificial intelligence (AI), understanding the extensive array of models available can be a daunting task. This compendium aims to shed light on the basics of various AI models, providing a clear and concise explanation for both beginners the field and seasoned experts. From traditional algorithms like decision tr