AI GlossaryLinear AlgebraENTRY — Mathematics
[Mathematics]
Linear Algebra.
The branch of mathematics dealing with vectors, matrices, and linear transformations.
In-depth explanation
01Linear algebra is fundamental to machine learning. Vectors represent data points and embeddings. Matrices represent datasets and model weights. Operations like matrix multiplication are core to neural networks. Concepts like eigenvalues, SVD, and projections are used in dimensionality reduction, recommendations, and more.
Examples
02EX. 01
Matrix multiplication in neural networks
EX. 02
PCA using eigendecomposition
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