def METHOD_NAME():
    net = gluon.nn.HybridSequential()
    with net.name_scope():
        net.add(gluon.nn.Conv2D(channels=20, kernel_size=5, activation="relu"))
        net.add(gluon.nn.MaxPool2D(pool_size=2, strides=2))
        net.add(gluon.nn.Conv2D(channels=50, kernel_size=5, activation="relu"))
        net.add(gluon.nn.MaxPool2D(pool_size=2, strides=2))
        net.add(gluon.nn.Flatten())
        net.add(gluon.nn.Dense(512, activation="relu"))
        net.add(gluon.nn.Dense(10))
    return net