This course offers a complete immersion into the world of artificial intelligence, exploring the mathematical foundations through to their concrete implementation in Python. You'll discover the key principles of AI, from machine learning algorithms to statistical modeling, with a focus on modern techniques used in the field. In addition, we'll cover advanced language models, such as ChatGPT and other LLMs, to understand how they work and how to integrate them into your own projects. This course is ideal for those looking to gain practical AI skills, from theory to practice.