August 2019
Intermediate to advanced
202 pages
5h 9m
English
Content preview from What's New in TensorFlow 2.0
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Graph dashboard
TensorBoard's graph dashboard provides the capability to visualize and examine a TensorFlow model. We can use this to quickly view the conceptual graph of a model's structure to verify its design or view an op-level graph to understand how TensorFlow understands and executes a program. Examining an op-level graph can also give an insight into how to redesign a model for a more optimal runtime.
Viewing an op-level graph is very simple in TF 2.0 with the following steps:
- Add the TensorBoard callback to Model.fit to ensure that graph data is logged in TensorBoard.
- Once run, open up TensorBoard and navigate to the graph tab on the top bar to view the graph. By default, TensorBoard displays the op-level graph, which displays ...
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