What is the best way to learn Artificial Intelligence for a beginner?

Here are some steps you can take to learn artificial intelligence ¹: - Master the prerequisite skills: These include basic mathematics, basic statistics and a willingness to learn. - Develop specialist AI skills: These include statistics, mathematics, programming, data structures, data manipulation, data science, machine learning and deep learning. - Learn the essential AI tools and packages: These include pandas, NumPy, Scikit-Learn, PyCaret, PyTorch and Keras. An example learning plan is as follows: - Month 1-3: Learn the basics of mathematics, programming, data structures and manipulation. - Month 4-6: Learn the basics of AI and deepen your machine learning knowledge. - Month 7-9: Learn about deep learning, MLOps basics and specialization. - Month 10 and onwards: Specialize further, stay up-to-date and learn about ethics in AI. read less