Maths for AI
Completed by Anuj Kumar Singh on May 4, 2025
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Master the Toolkit of AI and Machine Learning. Mathematics for Machine Learning and Data Science is a beginner-friendly Specialization where you’ll learn the fundamental mathematics toolkit of machine learning calculus and linear algebra.
Learning objectives
- Represent data as vectors and matrices, and apply common vector and matrix algebra operations.
- Optimize functions used in machine learning using derivatives, gradients, and iterative methods like gradient descent.
- Express matrix operations as linear transformations and apply concepts of eigenvalues and eigenvectors to machine learning problems.
- Perform gradient descent in neural networks with different activation and cost functions.
Learning content completed
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