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In the ever-evolving landscape of artificial intelligence (AI), understanding the multifaceted array of models available can be a daunting task. This compendium aims to shed light on the fundamentals of various AI models, presenting a clear and concise overview for both individuals new to the field and seasoned experts. From classical algorithms li