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Math for ML and DL
·
Module 1
Linear Algebra Foundations: Vectors and Matrices
1
Vector Operations
Perform vector addition, subtraction, scalar multiplication, and norm computation.
2
Dot Products: Calculation and Geometry
Compute the dot product of two vectors and interpret its geometric meaning.
3
Matrix Operations: Multiplication and Transpose
Perform matrix multiplication and transpose operations.
4
Linear Independence and Span
Describe the concepts of linear independence and span.
5
Column Space and Null Space
Identify the column space and null space of a matrix.
6
Calculating Determinants
Compute the determinant of a square matrix.
7
Solving Systems with Matrix Operations
Solve systems of linear equations using matrix operations.
8
Inverting Matrices
Compute the inverse of an invertible matrix.
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