This appli is like a mimic of historical deep-learning kick-off known as MNINST.
It has demonstatd tha DL was ale to recognize hand-written digits.
Each digit is defined by a 3x5 grid.
In "train" sprite NN is trained for each digit.
In "all-train" all digits are globally trained.
In "predict" tha app is supposed to recognize a digit.
This appli has been adapted to use the "pink" NN 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:image/png;base64,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 ON GREEN SQUARE TO SELECT ANONYMOUSLY A DIGIT AND RUN THE TRAIN PROCESS.
AT THE END CLICLK ON "WINNERIS" TO KNOW WHICH DIDIT WAS SELECTED.endTO START ANALYSE W2&W3 MATRICES COEFFICIENTS ARE FILLED WITH RANDOM VALUES.THIS SCRIPT COMPUTES THE CONVERSION SET (Y2,T3,W2,W3) SEQUENTIALLY FOR THE 10 DIGITS, AND STORES IT IN A MEMORY, I.E. MEMAT LISTE.
AS THIS TAKES A LONG TIME TAKE A COFFEE OR READ YOUR MESSAGES...mxr1endANALYSIS PHASE ENDS BY SAVING THE VALUES OF THE CONVERSION SET (Y2,Y3,W2,W3 ) IN MEMAT LIST.
MACHINE HAS LEARNT HOW TO CONVERT DRAWN DIGITS INTO NUMBERS IN ONE RUN !!!!.THE RANGE OF OUTPUT VECTOR WHOSE WEIGHT IS THE LARGEST GIVES ITS DIGIT NUMBER ...MACHINE LEARNING HAS MORE TO DEAL WITH ALCHEMY AND COOKING THAN QUANTIC PHYSICS.
PARAMETERS HAVE TO BE FIT AFTER MANY CHANGES & TRIALS. A FIRST ANN (ARTIFICIAL NEURAL NETWORK) -01-DEEPV3 - WRITTEN IN SNAP! - ALTHOUGH SIMPLE IT GIVES THE KEYS OF THE THEORETICAL BASIS OF ANN. AND VALUES TO CHECK THE VALIDITY OF FORMULAS USED.THIS SECOND PROJECT GOES MUCH FARTHER.
= SIZE OF VECTORS AND MATRICES IS MUCH LARGER
= "RELU" LOGISTIC FUNCTION HAS REPLACED THE SIGMOID.
= BUT ABOVE ALL THIS PROJECTS MIMICS THE EMBLEMATIC APPLICATION OF MACHINE-LEARNING. IE IDENTIFY HAND-WRITTEN DIGITS OF BANK CHECKS.IN THIS PROJECT EACH DIGIT IS REPRESENTED BY A SQUARE OF 28x28 PIXELS. COMPARED TO 3x5 5 IN OUR EXAMPLE....THE APPLICATION NEEDS BEFOREHAND TO BE TRAINED- THIS BEING THE BASIC PRINCIPLE OF MACHINE LEARNING. THE ROLE OF ANALYSE SCRIPTS IS TO GET W2&W3 MATRICES COEFFICIENTS AS TO TRANSFORM ONE INPUT VECTOR INTO ONE TARGET VECTOR.
BUT THIS DOES NOT...NEED TO BE IMPROVEDACTIVATION FUNCTIONS:
THE ONLY "MATH" PART OF MLE ANN IS THE ACTIVATION FUNCTIO USED TO VALORIZE SCALAR PRODUCTS. AND CALCULATE THE BACKPROPAGATION TO BE APPLIED TO MATRICES, USING THE DERIVATIVE OF THE SAME LOGISTIC FUNCTION.IN THIS ARN EXAMPLE 3 DIFFERENT FUNCTIONS CAN BE USED, FOR COMPARISON :SELECTION IS MADE WITH CD PARAMETER 1,2 OR 3 :
1- FOR SIGMOID
2- FOR RELU.
3- FOR ELU
THE 3 ARE PREINSTALLED IN GENE AND GENED BLOCKS.
CHANGE IT WITH ACTIV VARIABLEIMPTAR (=INPUT+TARGET) STORES THE TEN COUPLES OF DATA USED IN THE APPLI.
FIRST LIST OF COUPLE GIVES THE TARGET 10 FOR EACH DIGIT.
SECOND LIST IS THE SCHEMATIC LIST OF DIGITS DRAWN ON ONE 3x6 GRID. : ONE FOR FILLED,, ZERO FOR EMPTY..kli10.05kli1lisacopy VALUE N times
reports a list containing N (identical) copies of VALUE1kli1kli1ernb1endA cumulative SET is defined by CUMSET which add each element of the set to is previous 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