CS231n Winter 2016: Lecture 4: Backpropagation, Neural Networks 1

CS231n Winter 2016: Lecture 4: Backpropagation, Neural Networks 1

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Andrej Karpathy • 98K views

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Math topics:
_Differential_calculus_##Differential calculus##_Gradient_##Gradient##_Jacobian_matrix_and_determinant_##Jacobian matrix and determinant##_Chain_rule_##Chain rule##_Graph_theory_##Graph theory##_Graph_(abstract_data_type)_##Graph (abstract data type)##_Graph_theory_##Graph theory##_Graph_(discrete_mathematics)_##Graph (discrete mathematics)##_Functions_and_mappings_##Functions and mappings##_Derivative_##Derivative##_Function_(mathematics)_##Function (mathematics)##_Identity_function_##Identity function##_Elementary_special_functions_##Elementary special functions##_Exponential_function_##Exponential function##_Logistic_regression_##Logistic regression##_Sigmoid_function_##Sigmoid function##_Abstract_algebra_##Abstract algebra##_Matrix_multiplication_##Matrix multiplication##_Euclidean_vector_##Euclidean vector##_Expression_(mathematics)_##Expression (mathematics)
Other topics:
_Classification_algorithms_##Classification algorithms##_Activation_function_##Activation function##_Statistical_classification_##Statistical classification##_Linear_classifier_##Linear classifier##_Deep_learning_##Deep learning##_Physics_##Physics##_Tensor_##Tensor##_Nonlinear_system_##Nonlinear system##_Linearity_##Linearity
video-id: i94OvYb6noo channel_Andrej_Karpathy_