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 ,2020



ISBN978-5-4498-9907-1

     Ridero







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  ,   ,        ,        Windows,   ,          ,  #,         API  .

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   ,     MemBrain[1],

     [2].

    [3],

    [4,  ].

        ,         ,         .

Ѡ2012     -     ,             .             ,         .          ,    ,          ,      ,         (   蠫).

    ,       [5, 6].     freeware  MemBrain[7].

      :



  BBP/HBP,

  BRAIN,

 IBM Deep QAWatson,

 Siri  Apple,

        Google,

 JST,

  Spaun .





 


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   ?   .       .       ,      (,   ),  ,     .

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  MemBrain      ,  .     Thomas Jetter   (freeware)   http://www.membrain-nn.de/.

  ,     [ ]       , ,  5      ,     ,  ,     :

1.    (Neurons inMemBrain):

 ,   (Aligning Neurons),

   (Neuron Extra Selection),

  (Quick Activation),

    (Neuron Auto Naming))

  :

  (Moving Neurons)

  (Adding Delay Neurons),

  (Add Differential Neuron),

  (Adding Integrator Neurons),

 

   (Activation Functions)

  (LOGISTIC)

  (IDENTICAL)

  01(IDENTICAL 0TO1)

 (TANHYP)

,     (BINARY)

   (MINIMUM EUCLIDEAN DISTANCE)

2.    ( ,  ,    (1:1),     ).

3.     .

 MemBrain c     .     ,     (  ).

  ,       (target) .      .         .         .

       (  ).   MemBrain      (Activation Spikes),       (<Think Step>)      <> <   >.

   ,    (Think Steps) ,          (..    ).   (Length)    Select net characteristics tobe exported    Neural Networks -> Net Analysis -> Exporting aNet.

 :  ()  1(  )   ,   .

4.   ⠖   ,    ,  -11 01,       .        (MemBrain_Help. pdf -> Normalize I/OData).

5.   MemBrain (Managing I/OData)

   MemBrain      (The Lesson Editor).

Ѡ     :

- ;

  /;

  /;

 ;

 ;

  ;

 /     ;

   CSV ;

  CSV ;

  ;

Ƞ.



  ,     .

 MemBrain   ,     :

1.    (Neural Networks):

2.   (Exporting aNet)

3.     

4.   

5.    

6.  C-  

7.   

8.    TCP

9.      

  NeuroPro  MemBrain   ,       ,            .

   (Neural Networks)    :

   (Net Analysis)

   (Architectural Integrity)

   (Layer Analysis)

   (Displaying Layer Information)

      (Calculating the Output)

  (Resetting theNet)

  (Exporting aNet)

    CSV  (Net CSV File)

   

   (Merging Nets)



  (Exporting aNet)    -.  MemBrain            csv ( ,  ).        ,  , ,   MemBrain,    .      ,      .

  ,  <File> <Export >.   .






  



      ,     .     ,  ʠ          .



     .        (Getting Started  Short Beginners Tutorial ), :

 

:



     

 

 

 /  

  /  (Auto Think)


      Neural Net Stock,          .        (Stock)       .

   Neural Net Stock (      )            MemBrain:  ,       ,      ,     .   Neural Net Stok        (Neural Net Stok Manager).       , ..       . Neural Net Stok Manager    :



 

   ( )

  ( )

     

  .


    (Merging Nets,   )        ,   :



a.   MemBrain

b.    ,    <> <   >

c.              (Extra Selection ()    .     .   <Extras> <Re-   Selection ToExtra Selection>.

d.       (  )        <HIDDEN>       .


    MemBrain    (Scripting).

      ,   MemBrain    :



 Simple: ScriptExample.as

 NetEditor:  NetEditorExample.as

 TrainValidate: TrainValidate.as

 : MackeyGlass.as

 SecondsTimer: UsingSecondsTimerExample.as

 VoiceRecognition: VoiceRecognition.as


 ,      :



   (Executing Scripts Manually)

     (Aborting or Suspending Script Execution)

    (Handling Neural Nets)

     (Command Line Script Execution)

  (Script Syntax)

  (Command Reference)


          C-   .

    C   ,    <Code-Generation> <C-Code> <Generate Code>.

     .      .

NeuralNetDef.h

NeuralNetDef.c

  ,      C- (C-Code Generation Configuration).

      C- MemBrain  ,          .

  C- (MemBrain C-Code Generation Library),   ,    C_CODE   MemBrain:



NN_Types.h

NeuralNet.c

NeuralNet.h

Neuron.c

Neuron.h

NeuralLink.c

NeuralLink.h

Random.c

Random.h


  NeuroPro        .     , NeuroPro       .   ,    ,  ,      .     ,  ,  ,   ()    . ,             .   :




  .


   .

   ,     (https://www.litres.ru/pages/biblio_book/?art=55850363)  .

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