It's the opposite, they are very data efficient (compared to neural networks). Also, they are a bayesian method and give some mathematical guarantees. They are computationally expensive though. You can use them in neural nets to do few shot learning [0].

[0] https://arxiv.org/pdf/1802.07535.pdf or https://arxiv.org/abs/1807.01622