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Neural Network for Recognition of Handwritten Digits

, 5 Dec 2006
A convolutional neural network achieves 99.26% accuracy on a modified NIST database of hand-written digits.
//{{NO_DEPENDENCIES}}
// Microsoft Developer Studio generated include file.
// Used by MNist.rc
//
#define IDR_CNTR_INPLACE                6
#define IDD_ABOUTBOX                    100
#define IDP_OLE_INIT_FAILED             100
#define IDD_MNIST_FORM                  101
#define IDP_FAILED_TO_CREATE            102
#define IDP_SOCKETS_INIT_FAILED         104
#define IDR_MAINFRAME                   128
#define IDR_MNISTTYPE                   129
#define IDB_BITMAP_TAB_CONTROL_ICONS    130
#define IDD_DIALOG_NEURAL_NET           131
#define IDD_DIALOG_CHARACTER_IMAGE      132
#define IDR_TEXT_DEFAULT_INI            133
#define IDD_DIALOG_BACKPROP_PARAMETERS  134
#define IDD_DIALOG_TESTING              135
#define IDD_DIALOG_TESTING_PARAMETERS   136
#define IDC_EDIT1                       1000
#define IDC_EDIT_VALUE                  1000
#define IDC_EDIT_PATTERN_NUM            1000
#define IDC_EDIT_INITIAL_ETA            1000
#define IDC_EDIT_TEST_RESULTS           1000
#define IDC_BUTTON1                     1001
#define IDC_BUTTON_NEXT                 1001
#define IDC_BUTTON_OPEN_MNIST_FILES     1001
#define IDC_BUTTON_START_BACKPROP       1001
#define IDC_EDIT_NUM_BACKPROP_THREADS   1001
#define IDC_TAB1                        1002
#define IDC_BUTTON_START_TESTING        1002
#define IDC_CHARACTER_IMAGE             1003
#define IDC_EDIT_IMAGE_NUM              1004
#define IDC_BUTTON_GET                  1005
#define IDC_BUTTON_CLOSE_MNIST_FILES    1006
#define IDC_BUTTON_PREVIOUS             1007
#define IDC_BUTTON_NN_CALCULATE         1008
#define IDC_STATIC_TIME                 1009
#define IDC_BUTTON_STOP_BACKPROP        1010
#define IDC_STATIC_LABEL1               1011
#define IDC_STATIC_LABEL_PATTERN_SEQ_NUM 1011
#define IDC_PROGRESS_PATTERN_NUM        1012
#define IDC_EDIT_MINIMUM_ETA            1013
#define IDC_EDIT_ETA_DECAY              1014
#define IDC_EDIT_EVERY_N_BACKPROPS      1015
#define IDC_EDIT_STARTING_PATTERN_NUM   1016
#define IDC_STATIC_INITIAL_ETA          1017
#define IDC_STATIC_STARTING_PATTERN_NUMBER 1018
#define IDC_EDIT_MSE                    1019
#define IDC_EDIT_ESTIMATED_CURRENT_MSE  1019
#define IDC_STATIC_LABEL2               1020
#define IDC_STATIC_LABEL_MSE            1020
#define IDC_NEURON_VIEWER               1021
#define IDC_STATIC_EPOCHS_COMPLETED     1022
#define IDC_CHECK_PATTERN_DISTORTION    1023
#define IDC_CHECK_DISTORT_PATTERNS      1024
#define IDC_EDIT_EPOCH_INFO             1025
#define IDC_RADIO_TRAINING_SET          1026
#define IDC_RADIO2                      1027
#define IDC_BUTTON_STOP_TESTING         1028
#define IDC_PROGRESS_TESTING            1029
#define IDC_EDIT_NUM_TESTING_THREADS    1030
#define IDC_STATIC_CURRENT_PATTERN_NUM  1031
#define IDC_STATIC_GRAPHIC_MSE          1032
#define IDM_ABOUT_SYS_MENU              0x1230
#define ID_CANCEL_EDIT_CNTR             32768

// Next default values for new objects
// 
#ifdef APSTUDIO_INVOKED
#ifndef APSTUDIO_READONLY_SYMBOLS
#define _APS_3D_CONTROLS                     1
#define _APS_NEXT_RESOURCE_VALUE        137
#define _APS_NEXT_COMMAND_VALUE         32771
#define _APS_NEXT_CONTROL_VALUE         1033
#define _APS_NEXT_SYMED_VALUE           102
#endif
#endif

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About the Author

Mike O'Neill

United States United States
Mike O'Neill is a patent attorney in Southern California, where he specializes in computer and software-related patents. He programs as a hobby, and in a vain attempt to keep up with and understand the technology of his clients.

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