correct a few spellings and links

deephdc · Jan 24, 2020 · 9846b7c · 9846b7c
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diff --git a/source/user/howto/rclone.rst b/source/user/howto/rclone.rst
@@ -60,7 +60,7 @@ In order to create the configuration file (``rclone.conf``) for rclone::
 
 Then one has two options:
 
-If your know under what user your run your application in the container (e.g. if docker or nvidia-docker is used, most
+If you know under what user your run your application in the container (e.g. if docker or nvidia-docker is used, most
 probably this is 'root') you can mount your host ``rclone.conf`` into the container as::
 
     $ docker run -ti -v $HOSTDIR_WITH_RCLONE_CONF/rclone.conf:/root/.config/rclone/rclone.conf <your-docker-image>

diff --git a/source/user/howto/train-model-remotely.rst b/source/user/howto/train-model-remotely.rst
@@ -12,7 +12,7 @@ This is a step by step guide on how to train a general model from the `DEEP Open
 1. Choose a model
 -----------------
 
-The first step is to choose a model from the `DEEP Open Catalog marketplace <https://marketplace.deep-hybrid-datacloud.eu/>`__.  For educational purposes we are going to use a `general model to identify images <https://marketplace.deep-hybrid-datacloud.eu/modules/deep-oc-image-classification-tensorflow.html>`_. Some of the model dependent details can change if using another model, but this tutorial will provide a general overview of the workflow to follow when using any of the models in the Marketplace. A demo showing the different steps in this HowTo has also be recorded and you can find it our `YouTube channel <https://www.youtube.com/playlist?list=PLJ9x9Zk1O-J_UZfNO2uWp2pFMmbwLvzXa>`_.
+The first step is to choose a model from the `DEEP Open Catalog marketplace <https://marketplace.deep-hybrid-datacloud.eu/>`__.  For educational purposes we are going to use a `general model to identify images <https://marketplace.deep-hybrid-datacloud.eu/modules/train-an-image-classifier.html>`_. Some of the model dependent details can change if using another model, but this tutorial will provide a general overview of the workflow to follow when using any of the models in the Marketplace. A demo showing the different steps in this HowTo has also be recorded and you can find it our `YouTube channel <https://www.youtube.com/playlist?list=PLJ9x9Zk1O-J_UZfNO2uWp2pFMmbwLvzXa>`_.