From Beginner to Expert: Your Ultimate AI Learning Roadmap and Timeline

After my previous post ( A Structured Roadmap to Learn Artificial Intelligence AI: A Step-by-Step Guide for Beginners ), I received many requests for a more detailed timeline on how to become a better AI developer. After some thorough research and discussing with experts in the field, I’ve put together a comprehensive guide to help you navigate this journey. The time it takes for an average student to gain proficiency—or even expertise—in Artificial Intelligence (AI) depends on several factors, including: Prior Knowledge: Students with a strong foundation in mathematics, basic AI concepts, Machine Learning (ML), and Deep Learning will generally progress faster than those starting from scratch. Learning Style: Whether you’re learning part-time, full-time, or through an intensive course will impact how quickly you master AI concepts. Study Approach: The method you choose for learning—whether self-study, formal classes, tutoring, or using online courses and textbooks—can affect ...