Dot product geometrically:
1. Take vectors A and B.
2. Do scalar projection of A onto B. In other words take the length of the component of A that is in same direction as B (negative if opposite direction).
3. Multiply the length of B with the length of the scalar projection.
Picture: https://en.wikipedia.org/wiki/File:Dot_Product.svg
If you look at the triangles this creates you’ll see that the length of the scalar projection of A onto B is |A|cos(θ) where θ is the angle between the two vectors.
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Cross product geometrically:
1. Take vectors A and B.
2. Take the surface area of the parallelogram that is fromed from the vectors A and B. This surface area will be the length of the cross product.
3. Set the cross product vector to be orthogonal to both A and B according to the right hand rule (image https://en.wikipedia.org/wiki/File:Right_hand_rule_cross_product.svg).
Picture: https://en.wikipedia.org/wiki/File:Cross_product_parallelogram.svg
If you again look at the triangles that form the parallelogram you will see that its surface area is |A||B||sin(θ)| where θ is again angle between A and B. (to see it easier split the parallelogram into two triangles of same size with sides formed by A and B).
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