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At the beginning of the tutorial it says:
"What if you could reuse a model that's already been pre-trained to solve a similar problem and retrain either all or some of the layers of that model to make it solve your problem?"
That's a misleading sentence. ML.NET 1.0 allows to do transfer learning on just the final layer on the not on multiple layers of the DNN.