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 fundamentals of various AI models, providing a clear and concise overview for both novices the field and seasoned professionals. From classical algorithms like dec