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{ | |
"model_type": "neural_network", | |
"architecture": { | |
"layers": [ | |
{ | |
"type": "input", | |
"shape": [None, 784] | |
}, | |
{ | |
"type": "dense", | |
"units": 128, | |
"activation": "relu" | |
}, | |
{ | |
"type": "dense", | |
"units": 64, | |
"activation": "relu" | |
}, | |
{ | |
"type": "dense", | |
"units": 10, | |
"activation": "softmax" | |
} | |
] | |
}, | |
"training_config": { | |
"optimizer": "adam", | |
"loss": "categorical_crossentropy", | |
"metrics": ["accuracy"] | |
}, | |
"hyperparameters": { | |
"learning_rate": 0.001, | |
"batch_size": 32, | |
"epochs": 50 | |
}, | |
"input_preprocessing": { | |
"normalization": "min_max", | |
"resize": [28, 28], | |
"color_mode": "grayscale" | |
}, | |
"metadata": { | |
"created_at": "2024-01-01", | |
"version": "1.0.0", | |
"task": "classification" | |
} | |
} |