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In the ever-evolving landscape of artificial intelligence (AI), understanding the diverse array of models available can be a daunting endeavor. This compendium aims to shed light on the fundamentals of various AI models, offering a clear and concise explanation for both individuals new to the field and seasoned professionals. From traditional algor