2025 and using tf_keras instead of tf.keras.Sequential works !!

# Create model
import tf_keras
callback = tf_keras.callbacks.EarlyStopping(monitor="val_loss", patience=3)

model_1 = tf_keras.Sequential([
    use_layer,
    tf_keras.layers.Dense(1, activation="sigmoid")
])