import tensorflow as tf
from tensorflow import keras

# Compile model (sets up training infrastructure)
model.compile(
    optimizer=keras.optimizers.SGD(learning_rate=0.1),
    loss='binary_crossentropy',
    metrics=['accuracy']
)

# Train model
model.fit(
    X, y,
    epochs=100,
    batch_size=32,
    verbose=0  # Reduce output for brevity
)

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