This post describes mathematics behind TensorFlow’s tutorial example “Partial differential equations”.
Please find a Jupyter notebook with blog post under the link below.
https://colab.research.google.com/github/r7vme/tensorflow-example-pdes/blob/master/pdes.ipynb