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 core concepts of various AI models, offering a clear and concise summary for both novices the field and seasoned practitioners. From traditional algorithms like de