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 core concepts of various AI models, providing a clear and concise overview for both individuals new to the field and seasoned practitioners. From classical al