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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.
//Microsoft Developer Studio generated resource script.
//
#include "resource.h"

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//
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/////////////////////////////////////////////////////////////////////////////
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BEGIN
    BUTTON      ID_FILE_NEW
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        MENUITEM SEPARATOR
        MENUITEM "&Print...\tCtrl+P",           ID_FILE_PRINT
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        MENUITEM "P&rint Setup...",             ID_FILE_PRINT_SETUP
        MENUITEM SEPARATOR
        MENUITEM "Recent File",                 ID_FILE_MRU_FILE1, GRAYED
        MENUITEM SEPARATOR
        MENUITEM "E&xit",                       ID_APP_EXIT
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IDR_CNTR_INPLACE MENU PRELOAD DISCARDABLE 
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        MENUITEM SEPARATOR
        MENUITEM "E&xit",                       ID_APP_EXIT
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    MENUITEM SEPARATOR
END


/////////////////////////////////////////////////////////////////////////////
//
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//

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STYLE WS_CHILD
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BEGIN
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    LTEXT           "Working on pattern number =",
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    LTEXT           "0 Epochs completed",IDC_STATIC_EPOCHS_COMPLETED,14,25,
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    EDITTEXT        IDC_EDIT_EPOCH_INFO,11,62,334,71,ES_MULTILINE | 
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                    WS_VSCROLL | WS_HSCROLL
    LTEXT           "IDC_STATIC_GRAPHIC_MSE",IDC_STATIC_GRAPHIC_MSE,234,9,
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    PUSHBUTTON      "Get",IDC_BUTTON_GET,40,64,40,14
    CONTROL         "Distort input pattern",IDC_CHECK_PATTERN_DISTORTION,
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    GROUPBOX        " Select Image Set ",IDC_STATIC,7,118,121,42
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    LTEXT           "IDC_CHARACTER_IMAGE",IDC_CHARACTER_IMAGE,46,10,26,24
    EDITTEXT        IDC_EDIT_VALUE,83,17,40,14,ES_AUTOHSCROLL | ES_READONLY | 
                    NOT WS_TABSTOP
    LTEXT           "Results:",IDC_STATIC_TIME,135,18,47,139
    LTEXT           "IDC_NEURON_VIEWER",IDC_NEURON_VIEWER,197,3,145,160,
                    SS_SUNKEN
END

IDD_DIALOG_BACKPROP_PARAMETERS DIALOG DISCARDABLE  0, 0, 237, 162
STYLE DS_MODALFRAME | WS_POPUP | WS_CAPTION | WS_SYSMENU
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FONT 8, "MS Sans Serif"
BEGIN
    DEFPUSHBUTTON   "Start Backprop",IDOK,45,141,69,14
    EDITTEXT        IDC_EDIT_NUM_BACKPROP_THREADS,184,11,40,12,
                    ES_AUTOHSCROLL
    EDITTEXT        IDC_EDIT_INITIAL_ETA,184,27,40,12,ES_AUTOHSCROLL
    EDITTEXT        IDC_EDIT_MINIMUM_ETA,184,43,40,12,ES_AUTOHSCROLL
    EDITTEXT        IDC_EDIT_ETA_DECAY,184,59,40,12,ES_AUTOHSCROLL
    EDITTEXT        IDC_EDIT_EVERY_N_BACKPROPS,184,75,40,12,ES_AUTOHSCROLL
    EDITTEXT        IDC_EDIT_STARTING_PATTERN_NUM,184,91,40,12,
                    ES_AUTOHSCROLL
    PUSHBUTTON      "Cancel Backprop",IDCANCEL,123,141,69,14
    LTEXT           "Number of Backprop threads (one per CPU is best)",
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    LTEXT           "Initial Learning Rate eta (currently, eta = 0.00000001)",
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    LTEXT           "Minimum Learning Rate",IDC_STATIC,7,43,173,12,
                    SS_CENTERIMAGE
    LTEXT           "Learning Rate Decay Rate (multiply eta by)",IDC_STATIC,
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    RTEXT           "After Every N Backpropagations: N =    ",IDC_STATIC,7,
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    LTEXT           "Starting Pattern Number (currently at 100000)",
                    IDC_STATIC_STARTING_PATTERN_NUMBER,7,91,173,12,
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    CONTROL         "Distort Patterns (recommended for improved generalization)",
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                    WS_TABSTOP,7,123,215,10
    EDITTEXT        IDC_EDIT_ESTIMATED_CURRENT_MSE,184,107,40,12,
                    ES_AUTOHSCROLL
    LTEXT           "Estimate of current MSE (enter 0.10 if uncertain)",
                    IDC_STATIC,7,107,173,12,SS_CENTERIMAGE
END

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STYLE WS_CHILD
FONT 8, "MS Sans Serif"
BEGIN
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                    ES_AUTOVSCROLL | ES_AUTOHSCROLL | ES_READONLY | 
                    WS_VSCROLL | WS_HSCROLL
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IDD_DIALOG_TESTING_PARAMETERS DIALOG DISCARDABLE  0, 0, 237, 129
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FONT 8, "MS Sans Serif"
BEGIN
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    CONTROL         "Distort Patterns (not recommended for testing)",
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/////////////////////////////////////////////////////////////////////////////
//
// Version
//

VS_VERSION_INFO VERSIONINFO
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 FILEOS 0x4L
 FILETYPE 0x1L
 FILESUBTYPE 0x0L
BEGIN
    BLOCK "StringFileInfo"
    BEGIN
        BLOCK "040904B0"
        BEGIN
            VALUE "CompanyName", "\0"
            VALUE "FileDescription", "MNist MFC Application\0"
            VALUE "FileVersion", "1, 0, 0, 1\0"
            VALUE "InternalName", "MNist\0"
            VALUE "LegalCopyright", "Copyright (C) 2006\0"
            VALUE "LegalTrademarks", "\0"
            VALUE "OriginalFilename", "MNist.EXE\0"
            VALUE "ProductName", "MNist Application\0"
            VALUE "ProductVersion", "1, 0, 0, 1\0"
        END
    END
    BLOCK "VarFileInfo"
    BEGIN
        VALUE "Translation", 0x409, 1200
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END

#endif    // !_MAC


/////////////////////////////////////////////////////////////////////////////
//
// DESIGNINFO
//

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    IDD_ABOUTBOX, DIALOG
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        LEFTMARGIN, 7
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        LEFTMARGIN, 7
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        LEFTMARGIN, 7
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/////////////////////////////////////////////////////////////////////////////
//
// 24
//

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/////////////////////////////////////////////////////////////////////////////
//
// TEXT
//

IDR_TEXT_DEFAULT_INI    TEXT    DISCARDABLE     "res\\default-ini.ini"

/////////////////////////////////////////////////////////////////////////////
//
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    IDP_OLE_INIT_FAILED     "OLE initialization failed.  Make sure that the OLE libraries are the correct version."
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    IDP_SOCKETS_INIT_FAILED "Windows sockets initialization failed."
END

STRINGTABLE PRELOAD DISCARDABLE 
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STRINGTABLE DISCARDABLE 
BEGIN
    ID_FILE_NEW             "Create a new document\nNew"
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    ID_FILE_SAVE_AS         "Save the active document with a new name\nSave As"
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    ID_FILE_PRINT_SETUP     "Change the printer and printing options\nPrint Setup"
    ID_FILE_PRINT           "Print the active document\nPrint"
    ID_FILE_PRINT_PREVIEW   "Display full pages\nPrint Preview"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_APP_ABOUT            "Display program information, version number and copyright\nAbout"
    ID_APP_EXIT             "Quit the application; prompts to save documents\nExit"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_FILE_MRU_FILE1       "Open this document"
    ID_FILE_MRU_FILE2       "Open this document"
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    ID_FILE_MRU_FILE5       "Open this document"
    ID_FILE_MRU_FILE6       "Open this document"
    ID_FILE_MRU_FILE7       "Open this document"
    ID_FILE_MRU_FILE8       "Open this document"
    ID_FILE_MRU_FILE9       "Open this document"
    ID_FILE_MRU_FILE10      "Open this document"
    ID_FILE_MRU_FILE11      "Open this document"
    ID_FILE_MRU_FILE12      "Open this document"
    ID_FILE_MRU_FILE13      "Open this document"
    ID_FILE_MRU_FILE14      "Open this document"
    ID_FILE_MRU_FILE15      "Open this document"
    ID_FILE_MRU_FILE16      "Open this document"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_NEXT_PANE            "Switch to the next window pane\nNext Pane"
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END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_WINDOW_SPLIT         "Split the active window into panes\nSplit"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_EDIT_CLEAR           "Erase the selection\nErase"
    ID_EDIT_CLEAR_ALL       "Erase everything\nErase All"
    ID_EDIT_COPY            "Copy the selection and put it on the Clipboard\nCopy"
    ID_EDIT_CUT             "Cut the selection and put it on the Clipboard\nCut"
    ID_EDIT_FIND            "Find the specified text\nFind"
    ID_EDIT_PASTE           "Insert Clipboard contents\nPaste"
    ID_EDIT_PASTE_LINK      "Insert Clipboard contents and a link to its source\nPaste Link"
    ID_EDIT_PASTE_SPECIAL   "Insert Clipboard contents with options\nPaste Special"
    ID_EDIT_REPEAT          "Repeat the last action\nRepeat"
    ID_EDIT_REPLACE         "Replace specific text with different text\nReplace"
    ID_EDIT_SELECT_ALL      "Select the entire document\nSelect All"
    ID_EDIT_UNDO            "Undo the last action\nUndo"
    ID_EDIT_REDO            "Redo the previously undone action\nRedo"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_VIEW_TOOLBAR         "Show or hide the toolbar\nToggle ToolBar"
    ID_VIEW_STATUS_BAR      "Show or hide the status bar\nToggle StatusBar"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_OLE_INSERT_NEW       "Insert new embedded object\nNew Object"
    ID_OLE_EDIT_LINKS       "Edit linked objects\nEdit Links"
    ID_OLE_EDIT_CONVERT     "Convert object to different type\nConvert Object"
END

STRINGTABLE DISCARDABLE 
BEGIN
    ID_OLE_VERB_FIRST       "Activate embedded or linked object"
    57873                   "Activate embedded or linked object"
    57874                   "Activate embedded or linked object"
    57875                   "Activate embedded or linked object"
END

STRINGTABLE DISCARDABLE 
BEGIN
    AFX_IDS_SCSIZE          "Change the window size"
    AFX_IDS_SCMOVE          "Change the window position"
    AFX_IDS_SCMINIMIZE      "Reduce the window to an icon"
    AFX_IDS_SCMAXIMIZE      "Enlarge the window to full size"
    AFX_IDS_SCNEXTWINDOW    "Switch to the next document window"
    AFX_IDS_SCPREVWINDOW    "Switch to the previous document window"
    AFX_IDS_SCCLOSE         "Close the active window and prompts to save the documents"
END

STRINGTABLE DISCARDABLE 
BEGIN
    AFX_IDS_SCRESTORE       "Restore the window to normal size"
    AFX_IDS_SCTASKLIST      "Activate Task List"
END

STRINGTABLE DISCARDABLE 
BEGIN
    AFX_IDS_PREVIEW_CLOSE   "Close print preview mode\nCancel Preview"
END

#endif    // English (U.S.) resources
/////////////////////////////////////////////////////////////////////////////



#ifndef APSTUDIO_INVOKED
/////////////////////////////////////////////////////////////////////////////
//
// Generated from the TEXTINCLUDE 3 resource.
//
#define _AFX_NO_SPLITTER_RESOURCES
#define _AFX_NO_PROPERTY_RESOURCES

#if !defined(AFX_RESOURCE_DLL) || defined(AFX_TARG_ENU)
#ifdef _WIN32
LANGUAGE 9, 1
#pragma code_page(1252)
#endif //_WIN32
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#include "afxres.rc"         // Standard components
#include "afxprint.rc"       // printing/print preview resources
#include "afxolecl.rc"       // OLE container resources
#endif

/////////////////////////////////////////////////////////////////////////////
#endif    // not APSTUDIO_INVOKED

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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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