To learn machine learning (ML), begin with foundational concepts in statistics and programming, preferably in Python. Explore online courses and tutorials that cover ML algorithms and frameworks. Practice by working on real datasets, participating in competitions, and engaging with ML communities to deepen your understanding and skills.