In the ever-evolving landscape of artificial intelligence (AI), understanding the extensive array of models available can be a daunting endeavor. This compendium aims to shed light on the core concepts of various AI models, providing a clear and concise summary for both novices the field and seasoned professionals. From classical algorithms like de