├── Math_Derivation ├── ANN.pdf ├── Bayes_Decision_Theory.pdf ├── CNN.pdf ├── Computational_Complexity.pdf ├── Density_Estimation.pdf ├── Discriminant_Criterion_Loss.pdf ├── Feature_Reduction.pdf ├── K-means_n_Nearest-means.pdf ├── KNN.pdf ├── MSE_techniques.pdf ├── Multiclass_Problem.pdf ├── NLP_NNLM.pdf ├── NLP_word2vec_skipgram.pdf ├── Perceptron_Learning_n_Gradient_Descent.pdf ├── Ridge_Regression.pdf ├── SVC.pdf ├── SVR.pdf └── img2col.pdf ├── README.md ├── Tutorials ├── ANN.ipynb ├── CNN │ ├── CNN1.0.ipynb │ ├── CNN2.0.ipynb │ ├── CNN3.0.ipynb │ ├── CNN_img2col_numba.ipynb │ ├── CNN_loops_numba.ipynb │ └── TimeComparison │ │ ├── Baseline │ │ ├── CNN(loops).ipynb │ │ ├── CNN(loops+numba).ipynb │ │ ├── CNN3.0_CuPy.ipynb │ │ ├── CNN3.0_NumPy.ipynb │ │ ├── CNN_img2col+numba.ipynb │ │ └── CNN_img2col.ipynb │ │ ├── Lenet_cifar10 │ │ ├── CNN(loops).ipynb │ │ ├── CNN(loops+numba).ipynb │ │ ├── CNN3_0.ipynb │ │ ├── CNN3_0_CuPy.ipynb │ │ ├── CNN_img2col+numba.ipynb │ │ └── CNN_img2col.ipynb │ │ └── Lenet_digits │ │ ├── CNN(loops).ipynb │ │ ├── CNN(loops+numba).ipynb │ │ ├── CNN3_0.ipynb │ │ ├── CNN3_0_CuPy.ipynb │ │ ├── CNN_img2col+numba.ipynb │ │ └── CNN_img2col.ipynb ├── DenEstimate_NP.ipynb ├── DenEstimate_P.ipynb ├── KMeans.ipynb ├── KNN.ipynb ├── MSE.ipynb ├── NearestMean.ipynb ├── PCA.ipynb ├── Perceptron.ipynb ├── Ridge.ipynb ├── SVC.ipynb ├── SVR.ipynb ├── _Project_1_digit_recognizer.ipynb ├── _Project_2_auto_encoder.ipynb ├── _Project_3_NNLanguageModel.ipynb ├── _Project_4_Word2Vec(Skip-gram).ipynb └── _Project_5_autograd_proto.ipynb ├── datasets ├── XOR.csv ├── boston │ └── data.csv ├── cifar-10 │ ├── batches.meta │ └── data_batch_1 ├── digit-recognizer │ ├── sample_submission.csv │ ├── test.csv │ └── train.csv ├── spiral.csv ├── synthetic1_test.csv ├── synthetic1_train.csv ├── synthetic2_test.csv ├── synthetic2_train.csv ├── wine_test.csv └── wine_train.csv └── miniml ├── __init__.py ├── ann ├── ANN.py ├── __init__.py ├── common.py └── utils.py ├── decomposition ├── PCA.py └── __init__.py ├── denestimation ├── nonparametric │ ├── KDE.py │ ├── KNN.py │ └── __init__.py └── parametric │ ├── MLE_c.py │ ├── MLE_r.py │ └── __init__.py ├── helper ├── BasePlot.py └── __init__.py ├── kmeans ├── KMeans.py └── __init__.py ├── knn ├── KNearestNeighborsClassifier.py ├── KNearestNeighborsRegressor.py └── __init__.py ├── minisvm ├── AlgebraicSVC.py ├── MultiSVC.py ├── Plot.py ├── SMoSVC.py ├── SMoSVR.py └── __init__.py ├── mse ├── MSeClassifier.py ├── MSeRegressor.py └── __init__.py ├── nearestmean ├── NearestMean.py └── __init__.py ├── perceptron ├── Perceptron.py └── __init__.py └── ridge ├── Ridge.py └── __init__.py /Math_Derivation/ANN.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lujiazho/MachineLearningPlayground/HEAD/Math_Derivation/ANN.pdf -------------------------------------------------------------------------------- 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