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Linear Algebra Essentials

Master Linear Algebra Essentials with 120 free flashcards. Study using spaced repetition and focus mode for effective learning in General.

🎓 120 cards ⏱️ ~60 min Advanced
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What is a scalar?

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A single real (or complex) number, as opposed to a vector or matrix.

What is a vector?

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An ordered list of scalars; geometrically, a directed magnitude in space.

What is a matrix?

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A rectangular array of numbers arranged in rows and columns.

What is a tensor?

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A multi-dimensional array that generalizes scalars (0-D), vectors (1-D), and matrices (2-D) to higher orders.

Define the dimension of a vector space.

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The number of vectors in any basis of the space, written dim(V).

What is a linear combination of vectors?

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A sum of scalar multiples of the vectors: c₁v₁ + c₂v₂ + ... + cₙvₙ.

Define linear independence.

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A set of vectors is linearly independent if no vector in the set can be written as a linear combination of the others; equivalently, c₁v₁+...+cₙvₙ=0 implies all cᵢ=0.

Define linear dependence.

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A set of vectors is linearly dependent if there exist scalars, not all zero, such that their linear combination equals the zero vector.

What is a basis of a vector space?

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A linearly independent set of vectors that spans the entire space.

What is the span of a set of vectors?

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The set of all linear combinations of those vectors; it is itself a vector subspace.

What is a subspace of a vector space?

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A non-empty subset closed under vector addition and scalar multiplication, containing the zero vector.

What is a column space of a matrix A?

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The span of its columns, i.e. {Ax : x ∈ ℝⁿ}; a subspace of ℝᵐ.

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