Loading lesson path
The main branches of Mathematics involved in Machine Learning are: Linear Functions Linear Graphics Linear Algebra Probability Statistics Machine Learning = Mathematics Behind every ML success there…
Linear means straight A linear function is a straight line A linear graph represents a linear function Linear Functions A Function is special relationship where each input has an output. A function i…
Machine Learning experts cannot live without Linear Algebra ML make heavy use of Scalars ML make heavy use of Vectors ML make heavy use of Matrices ML make heavy use of Tensors The purpose of this ch…
Vectors are 1-dimentional Arrays Vectors have a Magnitude and a Direction Vectors typically describes Motion or Force Vector Notation Vectors can be written in many ways. The most common are: v = or:…
A matrix is set of Numbers. A matrix is an Rectangular Array. A matrix is arranged in Rows and Columns. Matrix Dimensions This Matrix has row and columns: C = The Dimension of the matrix is ( x ). Th…
A Tensor is a N-dimensional Matrix A Scalar is a 0-dimensional tensor A Vector is a 1-dimensional tensor A Matrix is a 2-dimensional tensor A Tensor is a generalization of Vectors and Matrices to hig…