The journey to creating intelligent machines has been a longstanding aspiration, evolving significantly with the advent of modern computing. Today, we are in the midst of a transformative era in artificial intelligence (AI), marked by breakthroughs like Deep Learning and Large Language Models (LLMs) such as ChatGPT. Yet, despite its promise, AI is often misunderstood and surrounded by misconceptions.