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Merge remote-tracking branch 'origin/Development' into Development

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Ghost_Element 2023-09-21 17:43:40 +02:00
commit 64ad4aefe4
1 changed files with 26 additions and 7 deletions
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neuronal_network.c
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@ -155,19 +155,38 @@ Matrix* predict_image(Neural_Network* network, Image* image){
}
Matrix* predict(Neural_Network* network, Matrix* image_data) {
Matrix* hidden1_outputs = apply(sigmoid, add(dot(network->weights_1, image_data), network->bias_1));
Matrix* h1_dot = dot(network->weights_1, image_data);
Matrix* h1_add = add(h1_dot, network->bias_1);
Matrix* h1_outputs = apply(sigmoid, h1_add);
Matrix* hidden2_outputs = apply(sigmoid, add(dot(network->weights_2, hidden1_outputs), network->bias_2));
Matrix* h2_dot = dot(network->weights_2, h1_outputs);
Matrix* h2_add = add(h2_dot, network->bias_2);
Matrix* h2_outputs = apply(sigmoid, h2_add);
Matrix* hidden3_outputs = apply(sigmoid, add(dot(network->weights_3, hidden2_outputs), network->bias_3));
Matrix* h3_dot = dot(network->weights_3, h2_outputs);
Matrix* h3_add = add(h3_dot, network->bias_3);
Matrix* h3_outputs = apply(sigmoid, h3_add);
Matrix* final_outputs = apply(sigmoid, add(dot(network->weights_output, hidden3_outputs), network->bias_output));
Matrix* final_dot = dot(network->weights_output, h3_outputs);
Matrix* final_add = add(final_dot, network->bias_output);
Matrix* final_outputs = apply(sigmoid, final_add);
Matrix* result = softmax(final_outputs);
matrix_free(hidden1_outputs);
matrix_free(hidden2_outputs);
matrix_free(hidden3_outputs);
matrix_free(h1_dot);
matrix_free(h1_add);
matrix_free(h1_outputs);
matrix_free(h2_dot);
matrix_free(h2_add);
matrix_free(h2_outputs);
matrix_free(h3_dot);
matrix_free(h3_add);
matrix_free(h3_outputs);
matrix_free(final_dot);
matrix_free(final_add);
matrix_free(final_outputs);
return result;