├── Appendix_CWRU_DCNN.ipynb ├── Chapter1 Gradient descent.ipynb ├── Chapter10-1 Hidden_Markov_Model.ipynb ├── Chapter10-2 HMM_NLP.ipynb ├── Chapter11-1 Condition_Random_Field.ipynb ├── Chapter2-1 Perceptron.ipynb ├── Chapter2-2 Perceptron_Iris_classify.ipynb ├── Chapter2-3 Perceptron_Mnist_classify.ipynb ├── Chapter3-1 K_nearest_neighbor.ipynb ├── Chapter3-2 KNN_Mnist_Classify.ipynb ├── Chapter3-3 KNN_CWRU_Fault_Diagnosis.ipynb ├── Chapter4-1 Naive_Bayes.ipynb ├── Chapter4-2 Naive_Bayes_Mnist_Classify.ipynb ├── Chapter4-3 Naive_Bayes_CWRU_Fault_Diagnosis.ipynb ├── Chapter5-1 Decision_Tree.ipynb ├── Chapter5-2 Decision_Tree_Mnist_Classify.ipynb ├── Chapter6-1 Logistic_Regression.ipynb ├── Chapter6-2 Maximum_Entropy_Model.ipynb ├── Chapter6-3 Logistic_Regression_Mnist_Classify.ipynb ├── Chapter6-4 Max_Entropy_Mnist_Classify.ipynb ├── Chapter6-5 Logistic_Regression_CWRU_Fault_Diagnosis.ipynb ├── Chapter7-1 Support_Vector_Machine.ipynb ├── Chapter7-2 SVM_Mnist_Classify.ipynb ├── Chapter7-3 SVM_CWRU_Fault_Diagnosis.ipynb ├── Chapter8-1 Boosting.ipynb ├── Chapter8-2 AdaBoosting_Mnist_Classify.ipynb ├── Chapter8-3 AdaBoosting_CWRU_Fault_Dignosis.ipynb ├── Chapter9-1 EM.ipynb ├── Chapter9-2 EM_Gaussian_Mixture_model.ipynb ├── README.md ├── fault_data ├── CSWUFeature.txt └── CSWU_4Class.txt ├── file.txt └── hmm_data ├── HMMTrainSet.txt └── testArtical.txt /Appendix_CWRU_DCNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marslzd/Fault_Diagnosis_Machine_Learning/HEAD/Appendix_CWRU_DCNN.ipynb -------------------------------------------------------------------------------- /Chapter1 Gradient descent.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/marslzd/Fault_Diagnosis_Machine_Learning/HEAD/Chapter1 Gradient descent.ipynb -------------------------------------------------------------------------------- /Chapter10-1 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