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, offering a clear and concise explanation for both beginners the field and seasoned professionals. From traditional algorithms