1. How can I begin learning the essential math for ML with no advanced background?

  • Start with basic high school math: algebra, functions, and simple calculus.
  • Build intuition using visual explanations and hands-on exercises—this course uses visual learning to clarify complex concepts.
  • Aim to understand linear algebra (vectors, matrices, transformations), multivariable calculus (gradients, derivatives), and probability/statistics.
  • Having basic Python and NumPy familiarity helps, especially for assignments that use code.

Course | Career Focused Learning Platform
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