Virgilio is a free, open-source educational initiative that mentors people wanting to enter Data Science and machine learning. It provides a structured learning path through the overwhelming landscape of resources, algorithms, and frameworks. The platform guides learners from fundamentals through practical ML techniques using tools like TensorFlow, scikit-learn, and covers NLP, computer vision, and statistics.