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When your ML.NET training data does not fit: ‘The asynchronous operation has not completed’

When you have created a machine learning model, you will retrain that model when new data is available. But when I recently added a couple of images to the training set of my own ML.net model, I was faced with the following exception:
System.InvalidOperationException: 'The asynchronous operation has not completed.'
The application did work for weeks, so what has changed? And more importantly, how to fix this situation?

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