Input/output don't match the version number for the Deep Learning (Part 3) tutorial

For the tools Deep learning training and evaluation ( Galaxy version 1.0.11.0) and Model Prediction ( Galaxy version 1.0.11.0), the parameters and outputs described don't match the ones of the version.
https://training.galaxyproject.org/training-material/topics/statistics/tutorials/CNN/tutorial.html#hands-on-training-the-model
Noticed by a GTA trainee

Open the linked CNN tutorial at the Deep Learning (Part 3) hands-on section and inspect the instructions for Deep learning training and evaluation and Model Prediction. Compare the documented parameters and outputs with Galaxy tool version 1.0.11.0, then update the tutorial so its descriptions match the current tool behavior.

Written by the indexing model from the issue text.