The biggest obstacle to using machine learning is unlabelled or poorly labelled data. Generative machine learning can help overcome this.
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Data-Efficient Machine Learning
We describe a practical impediment to the application of deep neural network models when large training datasets are unavailable. Encouragingly however, we show that recent machine learning advances make it possible to obtain the benefits of deep neural networks by making more efficient use of training data that most practitioners do have.