Mathematics of Machine Learning

Mathematics of Machine Learning

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Siraj Raval • 45K views

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Math topics:
_Calculus_##Calculus##_Calculus_##Calculus##_Multivariable_calculus_##Multivariable calculus##_Variable_(mathematics)_##Variable (mathematics)##_Dimensionless_numbers_##Dimensionless numbers##_Slope_##Slope##_Probability_theory_##Probability theory##_Probability_##Probability##_Mathematical_terminology_##Mathematical terminology##_Mathematics_##Mathematics##_Dependent_and_independent_variables_##Dependent and independent variables##_Parameter_##Parameter##_Numerical_analysis_##Numerical analysis##_Curve_fitting_##Curve fitting##_Mathematical_optimization_##Mathematical optimization##_Gradient_descent_##Gradient descent##_Statistical_inference_##Statistical inference##_Bayesian_inference_##Bayesian inference##_Statistical_inference_##Statistical inference##_Regression_analysis_##Regression analysis##_Algebra_##Algebra##_Number_##Number##_Linear_algebra_##Linear algebra##_Linearity_##Linearity
Other topics:
_Cognition_##Cognition##_Value_(ethics)_##Value (ethics)##_Machine_learning_##Machine learning##_Inference_##Inference##_Single-equation_methods_(econometrics)_##Single-equation methods (econometrics)##_Ordinary_least_squares_##Ordinary least squares##_Logistic_regression_##Logistic regression##_Linear_regression_##Linear regression
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