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BrainTumor-Model

CNN
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BrainTumor-Model
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{
    "model_type": "CNN",
    "input_shape": [150, 150, 3],
    "num_classes": 4,
    "layers": [
        {
            "type": "Conv2D",
            "filters": 32,
            "kernel_size": [3, 3],
            "activation": "relu"
        },
        {
            "type": "Conv2D",
            "filters": 64,
            "kernel_size": [3, 3],
            "activation": "relu"
        },
        {
            "type": "MaxPooling2D",
            "pool_size": [2, 2]
        },
        {
            "type": "Dropout",
            "rate": 0.25
        },
        {
            "type": "Flatten"
        },
        {
            "type": "Dense",
            "units": 128,
            "activation": "relu"
        },
        {
            "type": "Dropout",
            "rate": 0.5
        },
        {
            "type": "Dense",
            "units": 4,
            "activation": "softmax"
        }
    ],
    "compile": {
        "loss": "categorical_crossentropy",
        "optimizer": "adam",
        "metrics": ["accuracy"]
    },
    "training": {
        "batch_size": 64,
        "epochs": 10,
        "early_stopping": {
            "monitor": "val_loss",
            "patience": 5,
            "restore_best_weights": true
        }
    }
}