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 measures the magnitude of one vector in the direction of another.
The calculator uses the dot product formula:
Where:
Explanation: The dot product is calculated by multiplying corresponding components and summing the results.
Details: The dot product is used in physics to calculate work done, in computer graphics for lighting calculations, in machine learning for similarity measures, and in engineering for projection calculations.
Tips: Enter the components of both vectors. For 2D vectors, leave the z-components blank. The calculator handles both 2D and 3D vectors.
Q1: What's the difference between dot product and cross product?
A: Dot product returns a scalar quantity, while cross product returns a vector perpendicular to both input vectors.
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 dot product be negative?
A: Yes, a negative dot product indicates the angle between vectors is greater than 90 degrees.
Q4: What's the geometric interpretation of dot product?
A: 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: It's used to calculate similarity between feature vectors, such as in cosine similarity measures.