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In the ever-evolving landscape of artificial intelligence (AI), understanding the multifaceted array of models available can be a daunting challenge. This compendium aims to shed light on the fundamentals of various AI models, providing a clear and concise overview for both beginners the field and seasoned professionals. From established algorithms