├── 01introduction.md ├── 02model_evaluation_and_model_selection.md ├── 03linear_model.md ├── 04decision_tree.md ├── 05neural_network.md ├── 06support_vector_machine.md ├── 07Bayes_classifier.md ├── 08ensemble_learning.md ├── 09clustering.md ├── 10dimension_reduction_and_metric_learning.md ├── 11feature_selection_and_sparse_learning.md ├── 12computational_learning_theory.md ├── 13semi-supervised_learning.md ├── 14probabilistic_graphical_model.md ├── 15rule_learning.md ├── 16reinforcement_learning.md ├── README.md ├── The Heavens of Machine Learning ├── EM.md ├── README.md └── SVM.md ├── code ├── .ipynb_checkpoints │ ├── Untitled-checkpoint.ipynb │ └── exercise3.3-checkpoint.ipynb ├── DrawLossFunction.py └── exercise3.3.ipynb ├── graph ├── LossFunction.png ├── NB.jpg ├── PointToHyperPlane.png ├── SMO.jpg ├── SPODE.jpg ├── TAN.jpg ├── exercise3.3.png ├── multi-layer_feedforward_neural_networks.png ├── perceptron.png ├── second_derivative_of_loss_function.png ├── second_derivative_of_sigmoid_function.png ├── version_space.pdf └── version_space.png ├── reading ├── 10种机器学习算法的要点.md └── 机器学习的局限与明天.md └── resource ├── Decision tree.pdf ├── Decision tree.pptx ├── GitHub with MathJax 0.2.3.crx └── watermelon3.0alpha.csv /01introduction.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/familyld/Machine_Learning/HEAD/01introduction.md -------------------------------------------------------------------------------- /02model_evaluation_and_model_selection.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/familyld/Machine_Learning/HEAD/02model_evaluation_and_model_selection.md -------------------------------------------------------------------------------- /03linear_model.md: -------------------------------------------------------------------------------- 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