It is recommended to normalize the input data to make the model train faster and get more stable results.
I couldn’t find a tutorial on this subject on the TensorFlow site, but here is an article where the concepts of data normalization and standardization are explained and code examples are available: How to use Data Scaling Improve Deep Learning Model Stability and Performance 3