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Role of Mathematics in Machine Learning

December 15, 2025
7 min read
Role of Mathematics in Machine Learning

Mathematics forms the backbone of machine learning algorithms. Concepts from linear algebra, probability, and calculus help models learn patterns and make predictions. Understanding mathematical foundations allows learners to build more efficient and accurate ML models.

1

Linear Algebra

Linear Algebra

Vectors and matrices are used to represent data and transformations.

2

Probability & Statistics

Probability & Statistics

Used to model uncertainty and evaluate predictions.

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