├── LICENSE.txt ├── MNIST.pdf ├── README.md ├── avNNet └── avNNet_benchmark.Rmd ├── deskew.ipynb ├── gbm.scikit ├── README.md ├── gbm.scikit_benchmark.ipynb ├── gbm.scikit_curves.ipynb ├── gbm.scikit_gridsearch.ipynb └── gbm.scikit_kaggle.ipynb ├── knn ├── knn.ipynb └── knn_pca.ipynb ├── load_TrainTest.R ├── load_mnist.R ├── neural_networks ├── Ch4 Classifying MNIST Digits using Logistic Regression.ipynb ├── Classifying Kaggle Digits using Convolutional MLP.ipynb ├── Classifying Kaggle Digits using Logistic Regression.ipynb └── Classifying MNIST Digits using Convolutional MLP.ipynb ├── nnet ├── nnet_benchmark_fit.Rmd └── nnet_cv.Rmd ├── src ├── MNIST_utilities.py ├── MNIST_utilities.pyc └── __init__.py ├── svm.scikit ├── README.md ├── svc_rbf.scikit_benchmark.ipynb ├── svm_poly.scikit_random_gridsearch.ipynb ├── svm_poly.scikit_random_gridsearch.py ├── svm_poly_pca.scikit_benchmark.ipynb ├── svm_poly_pca.scikit_kaggle.ipynb ├── svm_poly_pca.scikit_random_gridsearch.ipynb ├── svm_rbf.scikit_kaggle.ipynb ├── svm_rbf.scikit_random_gridsearch.ipynb ├── svm_rbf_pca.scikit_benchmark.ipynb ├── svm_rbf_pca.scikit_kaggle.ipynb └── svm_rbf_pca.scikit_random_gridsearch.ipynb ├── vw ├── VW_MNIST_file_conversion.ipynb ├── VW_benchmark.ipynb ├── VW_benchmark_boost.ipynb ├── VW_benchmark_ect.ipynb ├── VW_benchmark_ect_rank.ipynb ├── VW_benchmark_kvsm.ipynb ├── VW_benchmark_log_multi.ipynb ├── VW_benchmark_nn.ipynb ├── VW_benchmark_nn_pca.ipynb ├── VW_benchmark_pca.ipynb ├── VW_pseudoCV_mnist_original.ipynb └── VW_pseudoCV_mnist_pca.ipynb └── xgboost ├── xgboost_benchmark.Rmd └── xgboost_cv.Rmd /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/grfiv/MNIST/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /MNIST.pdf: -------------------------------------------------------------------------------- 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