In the ever-evolving landscape of artificial intelligence (AI), understanding the extensive 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 novices the field and seasoned experts. From traditional algorithms like decision