TensorFlow operations form a computation graph. And while for small examples you might be able to look at the code and immediately see what is going on, larger computation graphs might not be so obvious. Visualizing the graph can help both in diagnosing issues with the computation itself, but also in understanding how certain operations in TensorFlow work and how are things put together.
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