Before diving into machine learning, I realized the importance of mastering the foundational concepts of mathematics and programming. Machine learning relies heavily on statistics, linear algebra, and calculus, so I dedicated time to revisiting these subjects. Here's how I built my foundation:

Linear Algebra: Understanding matrices, vectors, and operations like matrix multiplication helped me better grasp how ML algorithms manipulate data.
Calculus: Learning about gradients and derivatives was essential for understanding optimization algorithms, such as gradient descent.

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