-**Important:** When you run a project it will always start from scratch (i.e. from the state present *locally* on your computer). If you made changes in the remote jupiter notebook during a previous run, the changes will **not** be present in the subsequent runs. To make them permanent you need to add the changes to your local project folder. When running the notebook you can do this directly in Jupyter - *File / Download / Notebook*. After downloading it, just replace your local `dlnd_image_classification.ipynb` file with the newly downloaded one.
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