Restoring an instance of keras model from a .pb filed generated by tf.simple_save() in TensorFlow 1.15.2

Question

I am struggling with restoring a keras model from a .pb file. I have seen a couple of posts explaining how to do inference using a model saved in .pb format, but what I need