data:image/png;base64,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draw a list of numbers as vertical lines distributed evenly across the stage.

de:male Balken _ _ 0.8 0 1posslicewidthstagelengthpen sizesizeleftstage2Report a copy of the given table in which the numerical data of each column is distributed between 0 and 1 using the column's min and max values (feature scaling).

de:normalisiere Tabelle _ ca:_ normalitzada Report a function (ring) that can be called with a single row (record) in the form of the given data set to normalize it using the sample's min and max values. Use this reporter to create a normalization function from a training set that can be applied to validation or live data.

de:Normalisierung für Tabelle _ ca:normalització per a la taula _

inoutsolvesamplelearnerrorreshuffledeltathingadjust weightslearning rate0.1listobjecttopologyset learning ratealphapredictsampleclassifysamplefitlayerabssampletrainsetvalidatelengthsetget modelweightsset modelmodelshuffleget topology2dimensionsweights111dimensionsweightsGenerate a new predicate block in the sensing category that reports whether a given sample data record classifies as the given tag (name) based on an example dataset in the form of a binary truth table. The generated predicate block offers its estimated accuracy in its help screen / comment and can then be exported and shared. By default training happens all automatically using a neural network with one hidden layer, observing the learning progress and partitioning the dataset internally into a training set and validation set. Optionally you can specify an exact number of epochs (0 = automatic), a partitioning fraction (0 = automatic, 1 = none), and none to 8 hidden layers with arbitrary neurons (0 = no hidden layers). You can abort / shorten the training process manually by positioning the mouse pointer near the stage center and pressing the mouse button down. Running the command again updates any previously generated block, i.e. you can optimize existing blocks by re-training them with different parameters.

de:generiere Prädikat für _ in _ _ $_tag§_dynamicMenu$_auto 0.8 $_autovar name_AI: var getteraivar_declare(scope, name)global1initsampleblocks222213323423get model1normblocks22labelide_translate(text)is _ ?def1txt_transform(name, txt)selectclassifycommentpredict whether the data sample classifies as , estimated accuracy: 210001099.9%.oldcustom?type3labelblockspredicate01Create and report a new neural network with the specified topology representing the number of inputs, arbitrary hidden layers, and output(s).

de:neues neuronales Netzwerk _ ca:nova xarxa neuronal _ 5 1Predict and report the classification of a given data sample - a list of numbers representing a single record in a dataset - using the specified neural network instance. The result is a list of numbers representing the neural network's output layer. The "classify" selector reports the absolute classification, "predict" reports the unrounded output of the forward pass, letting you determine the neural network's confidence.

de:_ _ mit Netzwerk _ ca:_ _ amb la xarxa _ $_classifyclassify=$_classify predict=$_predictTrain a single epoch or validate a neural model on a truth-table dataset (a list of number-vectors with the expected classification in the last column). For "train" this reports the accumulated activation error over the epoch. For "validate" this reports the overall classification accuracy of the dataset. For "confusion matrix" this reports an aggregated binary error table in the form: TP, FP FN, TN

de:_ Netzwerk _ mit _ ca:_ xarxa _ amb _ $_traintrain=$_train validate=$_validate ~ confusion matrix=$_confusion matrixshuffledQuery the model or the learning rate of a given neural network. For "model" this reports a list of weight-matrices representing the neural network's hidden and output layers. Models can be exported and shared among projects. For "learning rate" this reports a single number representing the neural network's eagerness to adjust its weights when learning.

de:_ von Netzwerk _ ca:_ de la xarxa _ $_get modelget model=$_get model get learning rate=$_get learning rate get topology=$_get topologyDraw a picture of the specified model of a neural network where each layer is represented as a vertical line of dots and each weight as a line between 2 neuron-dots. The line width represents the weight's absolute value, negative values can be rendered in another color.

de:male neurales Modell _ _ ca:renderitza el model neuronal _ _ 1 1 rgba(214,49,0,255)flat line endsfalseabsbottomstage100flat line endsSplit a list into 2 sets by randomly assigning its elements to each partition at the given ratio, reports a 2-item list containing the shuffled and split data. Use this block to create training and validation data sets.

de:teile _ im Verhältnis _ ca:partició de _ per _ 0.8

de:Objekt _ ca:objecte _ $_field $_thing11

de:klone _ _ ca:clon _ _ $_field $_thing11

de:blockifiziere _

$_auto 0.8 $_autotopology1length23auto303length.251lengthcolumnsaiepochs0donefalselastlengthlogscale110rendererTurtle spriteflat linesflat line endsflat line endstruereadout1last100010%flat line endsaccuracyvalidatereadout100010%Assign a pre-trained model to the given neural network or change its learning rate.

de:_ von Netzwerk _ auf _ ca:_ de la xarxa _ a _ $_set modelset model=$_set model set learning rate=$_set learning rateCreate and report a new sprite that can serve as a layer in a neural network of sprites. It responds to 3 events / methods: 1) setup Initializes the layer with a list of 2 numbers representing the number of inputs and the number of desired output neurons. 2) predict Reports the result of a forward pass of a single sample / record with the precision of the activation function, i.e. not rounded for classification. If you wish to use this answer to classify the record you must also sum and round the list of results. 3) learn Adjusts the layer's weights depending on the given delta vector and reports a new delta vector to be backpropagated to the previous layer, if any. You can either use a single sprite as a SLP (perceptron), or clone it several time to create additional hidden layers for a deep neural network by using a forward PIPE for prediction and a backward PIPE for learning.

de:neues Perzeptron Objekt var_declare(scope, name)globallearning ratelearning ratePredict and report the classification of a given data sample - a list of numbers representing a single record in a dataset - using the specified neural network instance. The result is a list of numbers representing the neural network's output layer.

de:klassifiziere _ mit Netzwerk _ ca:classifica _ amb la xarxa _

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