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Math for AI
·
Module 1
Vectors: The Building Blocks of Data
1
Scalars and Vectors: Data Representation Fundamentals
Define scalars and vectors in the context of data representation.
2
Vector Operations: Addition and Scalar Multiplication
Perform vector addition and scalar multiplication.
3
Dot Product Calculation
Calculate the dot product of two vectors.
4
Dot Product: Angle and Projection
Interpret the geometric meaning of the dot product in terms of angle and projection.
5
Vector Norms: L1 and L2
Calculate the L1 and L2 norms (magnitude) of a vector.
6
Understanding and Calculating Cosine Similarity
Define cosine similarity and calculate it between two vectors.
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