Mathematics for Machine Learning & Data Science | Arabic
Description:
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Data Analysts, Data Scientists, Machine Learning Engineer, AI Engineer.
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Linear Algebra
What and why is Linear Algebra?
Intro to System of Linear Equations
Vectors and Operations on Vectors
Vectors Norm
Dot Product of Vectors
Matrices and Operations on Matrices
Vector Spaces
Linear Combination
Vector Spans
Vectors Linear Independence
Basis of Space
Linear Transformation
Determinant
System of Linear Equation
Gauss-Jordin Elimination
Inverse
Eigen Values and Vectors
PCA
Probability & Statistics
Why Probability & Statistics
Probability vs. Statistics
Empirical and theoretical Probability
Joint & marginal & conditional probability Distribution
Random Experiment
Random Variables
Statistics
Sampling Methods
Numerical Variables
Visualization techniques for Numerical Variables
Statistical Tools
Categorical Variables
Visualization techniques for Categorical Variables
Probability Distribution
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