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Terilien
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could someone please explain to me what the tensor product is and why we invented it? most resources just state it without listing a motivation.
It appears that this topic is comming up alot.Terilien said:could someone please explain to me what the tensor product is and why we invented it? most resources just state it without listing a motivation.
The tensor product is a mathematical operation that combines two vector spaces to create a new, larger vector space. It is often used in multilinear algebra and has applications in fields such as physics and engineering.
The tensor product was developed to provide a way to combine vector spaces in a way that preserves their essential properties, such as dimensionality, linearity, and basis independence. This allows for a more flexible and powerful approach to mathematical and scientific problems.
The tensor product has numerous applications in physics, including in the study of electromagnetism, quantum mechanics, and general relativity. It is also used in engineering for tasks such as image and signal processing, as well as in computer science for tasks such as natural language processing and machine learning.
The tensor product differs from other vector space operations, such as addition and multiplication, in that it combines vector spaces rather than individual vectors. It also has different properties and rules, such as the ability to distribute over addition and the use of multi-index notation.
Yes, the tensor product can be extended to any number of vector spaces. This is known as the n-fold tensor product and is denoted by the symbol ⊗n. It is defined as the result of repeatedly taking the tensor product of two vector spaces n times.