``` x = tflearn.conv_2d(x, 4096, 7, activation='relu', name='fc6') x = tflearn.dropout(x, 0.5) x = tflearn.conv_2d(x, 4096, 1, activation='relu', name='fc7') x = tflearn.dropout(x, 0.5) ``` **conv_2d** should be replaced with **fully_connected**.