Span, Basis, and Dimensions
Explore the fundamental concepts of span, basis, and dimensions within vector spaces to build a strong foundation in linear algebra. Understand how spanning sets generate vector spaces, learn what constitutes a basis with linearly independent vectors, and grasp the fixed nature of dimensions across bases. This lesson equips you with essential knowledge for applying these concepts to data science and Python coding projects.
Span
The span of a set, , is another set, , consisting of all the linear combinations of vectors in . The set is referred to as a spanning set.
Examples
We can create any vector in , say , using a linear combination of the spanning set . So, spans . That is: