Check out this talk "Hands-on TensorBoard (TensorFlow Dev Summit 2017)" https://www.youtube.com/watch?v=eBbEDRsCmv4 It demonstrates TensorBoard embedding on the MNIST dataset.
Sample code and slides for the talk can be found here https://github.com/mamcgrath/TensorBoard-TF-Dev-Summit-Tutorial