To start learning machine learning, begin with the basics of programming, statistics, and linear algebra. Familiarize yourself with Python and libraries like NumPy, pandas, and scikit-learn. Follow online courses, such as those on Coursera or Udemy, Uncodemy and work on projects to apply your knowledge. Join communities like Kaggle for practice and learning resources.