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