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In the ever-evolving landscape of artificial intelligence (AI), understanding the extensive array of models available can be a daunting challenge. This compendium aims to shed light on the core concepts of various AI models, presenting a clear and concise explanation for both beginners the field and seasoned practitioners. From traditional algorith