undergraduate machine learning 26: Optimization

undergraduate machine learning 26: Optimization

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Nando de Freitas • 10K views

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Math topics:
_Differential_calculus_##Differential calculus##_Gradient_##Gradient##_Derivative_##Derivative##_Chain_rule_##Chain rule##_Optimization_algorithms_and_methods_##Optimization algorithms and methods##_Gradient_descent_##Gradient descent##_Line_search_##Line search##_Newton's_method_in_optimization_##Newton's method in optimization##_Newton's_method_##Newton's method##_Estimation_theory_##Estimation theory##_Least_squares_##Least squares##_Linear_regression_##Linear regression##_Regression_analysis_##Regression analysis##_Mathematics_##Mathematics##_Quadratic_function_##Quadratic function##_Algorithm_##Algorithm##_Function_(mathematics)_##Function (mathematics)##_Elementary_arithmetic_##Elementary arithmetic##_Plus_and_minus_signs_##Plus and minus signs##_Equals_sign_##Equals sign##_Summation_##Summation
Other topics:
_Physics_##Physics##_Euclidean_vector_##Euclidean vector##_Dimension_##Dimension##_Linearity_##Linearity##_Linear_algebra_##Linear algebra##_Matrix_calculus_##Matrix calculus##_Transpose_##Transpose##_Matrix_(mathematics)_##Matrix (mathematics)##_Equivalence_(mathematics)_##Equivalence (mathematics)##_Equality_(mathematics)_##Equality (mathematics)##_Taylor_series_##Taylor series##_Approximation_##Approximation
video-id: Dgn1ssi2p40 channel_Nando_de_Freitas_