Dot Product Formula:
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The dot product (or scalar product) is an algebraic operation that takes two equal-length sequences of numbers (usually coordinate vectors) and returns a single number. It's a fundamental operation in vector algebra and has wide applications in physics, engineering, and computer graphics.
The calculator uses the dot product formula:
Where:
Explanation: The calculator multiplies corresponding components of the vectors and sums all these products.
Details: The dot product is used for:
Tips:
Q1: What's the difference between dot product and cross product?
A: Dot product gives a scalar (single number) result, while cross product gives a vector result. Dot product measures similarity, cross product measures perpendicularity.
Q2: What does a dot product of zero mean?
A: A zero dot product indicates the vectors are perpendicular (orthogonal) to each other.
Q3: Can I calculate dot product for vectors of different dimensions?
A: No, both vectors must have the same number of components for dot product to be defined.
Q4: What's the geometric interpretation of dot product?
A: Geometrically, the dot product equals the product of the vectors' magnitudes and the cosine of the angle between them.
Q5: How is dot product used in machine learning?
A: In ML, dot products are fundamental to operations like calculating weighted sums in neural networks and measuring similarity between feature vectors.