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Update the TensorBoard profiling doc to use the new profiler. (tensorflow#3352)
* Update the TensorBoard profiling doc to use the new profiler. * Add copyright * Add images * minor update to image name * minor update to image name * clear colab outputs * nit remove comma after thus
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