tensor

Generalized matrix structure

A tensor is a mathematical object that generalizes scalars, vectors, and matrices to higher dimensions.

In physics and engineering, tensors describe quantities that transform in specific ways under coordinate changes—stress, strain, and electromagnetic fields are tensor quantities.

In machine learning, tensor has become common for any multidimensional array of numbers: The neural network processes input tensors.

physics

spacetime

Merged dimensional framework

metric · gravity · cosmology · geodesic · manifold · covariance · inertia · momentum · electromagnetic · Faraday

computing

array

Ordered collection or display

TensorFlow · GPU · broadcasting · reshape · slice · computation · parallel · batch · dimension · storage

mathematics

matrix

Ordered numerical arrangement

  • vectorQuantity with direction
  • scalarQuantity with magnitude only
  • rankPosition in hierarchy

eigenvalue · eigenvector · transpose · determinant · inverse · orthogonal · diagonalization · contraction · indices · components

spinor

spin

Rapid rotation around axis

  • electronNegative subatomic particle
  • rotationTurning on an axis
  • DiracTheoretical physicist, antimatter predictor

fermion · Lorentz · representation · half-integer · chirality

neuralnetwork

weights

Heavy objects for lifting

activation · convolution · parameters · training · model · inference · embedding · attention · transformer · input

Categories
Opposites
mathematical rank/dimensionality

tensorscalar

Quantity with magnitude only

number · vector · constant · magnitude · real number

structural complexity

tensorscalar

Quantity with magnitude only

singleton · atom · primitive · unidimensional · point value

Phrases
Family

intense, tense, tension, tensor fasciae latae, tensor tympani, tensors

Familiarity
Top 1,000,000
Profile
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