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neuroal_network.h done

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Ghost_Element 2023-09-19 13:50:16 +02:00
parent 34d2ec12ef
commit ab8d60532c
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neuronal_network.h
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@ -1,7 +1,37 @@
#pragma once
typedef struct {
Matrix* input;
Matrix* output;
int input_size;
//Matrix* input; as local variable given to function
} Neuronal_Network;
// hidden layers
int hidden_size;
Matrix* weights_1;
Matrix* bias_1;
Matrix* weights_2;
Matrix* bias_2;
Matrix* weights_3;
Matrix* bias_3;
int output_size = 10;
Matrix* weights_output;
//Matrix* bias_output; // do we need it?
//Matrix* output; as local variable given to function
double learning_rate;
} Neural_Network;
Neural_Network* new_network(int input_size, int hidden_size, int output_size, double learning_rate);
void print_network(Neural_Network* network);
void free_network(Neural_Network* network);
void save_network(Neural_Network* network, char* file);
Neural_Network* load_network(char* file);
double predict_images(Neural_Network* network, Image** images, int amount);
Matrix* predict_image(Neural_Network* network, Image*);
Matrix* predict(Neural_Network* network, Matrix* image_data);
void train_network(Neural_Network* network, Matrix* input, Matrix* output);
void batch_train_network(Neural_Network* network, Image** images, int size);