MachineLearningMath コンピュータビジョン数学基礎：数式とPythonで学ぶ最適化と最小二乗問題 https://www.udemy.com/course/cvmathbasic/ 目次 線形代数 check_mat_vec_mul.ipynb face_reconstruction.ipynb numpy_neural_net.ipynb 関数と微分 differentiation_scipy.ipynb differentiation_sympy.ipynb differentiation_autograd.ipynb 最適化 optimization.ipynb face_reconstruction_via_optimization.ipynb 回帰 face_reconstruction_via_sparse_regression.ipynb face_inpainting_via_regression.ipynb 制約付き最適化 face_reconstruction_low_dimension.ipynb 凸最適化 face_reconstruction_via_ISTA_FISTA.ipynb face_reconstruction_via_ADMM.ipynb 識別 classification_perceptron_logistic.ipynb classification_neural_net.ipynb classification_neural_net_multiclass.ipynb classification_logistic_reg_multiclass.ipynb
