Linear Algebra is a fundamental area of mathematics focused on understanding and manipulating linear equations, matrices, and vector spaces. It provides essential tools for representing and transforming data in AI, enabling the development of algorithms such as neural networks, dimensionality reduction, and optimization techniques. Mastery of linear algebra is crucial for designing efficient, scalable AI models and analyzing complex data structures.